Dataset statistics
| Number of variables | 75 |
|---|---|
| Number of observations | 1451 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 861.5 KiB |
| Average record size in memory | 608.0 B |
Variable types
| Numeric | 25 |
|---|---|
| Categorical | 49 |
| Boolean | 1 |
1stFlrSF is highly overall correlated with SalePrice | High correlation |
2ndFlrSF is highly overall correlated with BedroomAbvGr and 1 other fields | High correlation |
BedroomAbvGr is highly overall correlated with 2ndFlrSF and 1 other fields | High correlation |
BsmtCond is highly overall correlated with BsmtFinType1 and 1 other fields | High correlation |
BsmtExposure is highly overall correlated with BsmtFinType1 and 1 other fields | High correlation |
BsmtFinSF1 is highly overall correlated with BsmtUnfSF | High correlation |
BsmtFinType1 is highly overall correlated with BsmtCond and 4 other fields | High correlation |
BsmtQual is highly overall correlated with BsmtCond and 6 other fields | High correlation |
BsmtUnfSF is highly overall correlated with BsmtFinSF1 and 1 other fields | High correlation |
ExterQual is highly overall correlated with KitchenQual and 3 other fields | High correlation |
Exterior1st is highly overall correlated with Exterior2nd | High correlation |
Exterior2nd is highly overall correlated with Exterior1st | High correlation |
FireplaceQu is highly overall correlated with Fireplaces | High correlation |
Fireplaces is highly overall correlated with FireplaceQu and 1 other fields | High correlation |
Foundation is highly overall correlated with BsmtFinType1 and 4 other fields | High correlation |
FullBath is highly overall correlated with GrLivArea and 3 other fields | High correlation |
GarageArea is highly overall correlated with GarageCond and 7 other fields | High correlation |
GarageCond is highly overall correlated with GarageArea and 4 other fields | High correlation |
GarageFinish is highly overall correlated with GarageArea and 4 other fields | High correlation |
GarageQual is highly overall correlated with GarageArea and 4 other fields | High correlation |
GarageType is highly overall correlated with GarageArea and 5 other fields | High correlation |
GrLivArea is highly overall correlated with 2ndFlrSF and 4 other fields | High correlation |
HasGarage is highly overall correlated with GarageArea and 4 other fields | High correlation |
House Category is highly overall correlated with KitchenAbvGr | High correlation |
KitchenAbvGr is highly overall correlated with House Category | High correlation |
KitchenQual is highly overall correlated with ExterQual and 2 other fields | High correlation |
LotArea is highly overall correlated with LotFrontage | High correlation |
LotFrontage is highly overall correlated with LotArea | High correlation |
MSZoning is highly overall correlated with Neighborhood | High correlation |
MiscFeature is highly overall correlated with MiscVal | High correlation |
MiscVal is highly overall correlated with MiscFeature | High correlation |
Neighborhood is highly overall correlated with MSZoning | High correlation |
OverallQual is highly overall correlated with BsmtQual and 8 other fields | High correlation |
PoolArea is highly overall correlated with PoolQC | High correlation |
PoolQC is highly overall correlated with PoolArea | High correlation |
RoofMatl is highly overall correlated with RoofStyle | High correlation |
RoofStyle is highly overall correlated with RoofMatl | High correlation |
SaleCondition is highly overall correlated with SaleType | High correlation |
SalePrice is highly overall correlated with 1stFlrSF and 11 other fields | High correlation |
SaleType is highly overall correlated with SaleCondition | High correlation |
YearsSinceGarage is highly overall correlated with BsmtQual and 6 other fields | High correlation |
Street is highly imbalanced (96.1%) | Imbalance |
Alley is highly imbalanced (66.5%) | Imbalance |
LandContour is highly imbalanced (68.2%) | Imbalance |
Utilities is highly imbalanced (99.2%) | Imbalance |
LandSlope is highly imbalanced (78.7%) | Imbalance |
Condition1 is highly imbalanced (55.0%) | Imbalance |
Condition2 is highly imbalanced (91.7%) | Imbalance |
RoofMatl is highly imbalanced (87.0%) | Imbalance |
ExterCond is highly imbalanced (72.7%) | Imbalance |
BsmtCond is highly imbalanced (72.4%) | Imbalance |
BsmtFinType2 is highly imbalanced (66.8%) | Imbalance |
Heating is highly imbalanced (84.7%) | Imbalance |
CentralAir is highly imbalanced (65.1%) | Imbalance |
Electrical is highly imbalanced (68.9%) | Imbalance |
BsmtHalfBath is highly imbalanced (79.6%) | Imbalance |
KitchenAbvGr is highly imbalanced (85.8%) | Imbalance |
Functional is highly imbalanced (64.1%) | Imbalance |
GarageQual is highly imbalanced (63.4%) | Imbalance |
GarageCond is highly imbalanced (66.3%) | Imbalance |
PavedDrive is highly imbalanced (69.8%) | Imbalance |
PoolQC is highly imbalanced (95.6%) | Imbalance |
MiscFeature is highly imbalanced (77.1%) | Imbalance |
SaleType is highly imbalanced (56.8%) | Imbalance |
SaleCondition is highly imbalanced (53.5%) | Imbalance |
HasGarage is highly imbalanced (68.9%) | Imbalance |
MiscVal is highly skewed (γ1 = 24.40151268) | Skewed |
MasVnrArea has 860 (59.3%) zeros | Zeros |
BsmtFinSF1 has 464 (32.0%) zeros | Zeros |
BsmtFinSF2 has 1284 (88.5%) zeros | Zeros |
BsmtUnfSF has 118 (8.1%) zeros | Zeros |
2ndFlrSF has 824 (56.8%) zeros | Zeros |
LowQualFinSF has 1425 (98.2%) zeros | Zeros |
GarageArea has 81 (5.6%) zeros | Zeros |
WoodDeckSF has 755 (52.0%) zeros | Zeros |
OpenPorchSF has 653 (45.0%) zeros | Zeros |
EnclosedPorch has 1244 (85.7%) zeros | Zeros |
3SsnPorch has 1427 (98.3%) zeros | Zeros |
ScreenPorch has 1335 (92.0%) zeros | Zeros |
PoolArea has 1444 (99.5%) zeros | Zeros |
MiscVal has 1399 (96.4%) zeros | Zeros |
YearsSinceGarage has 82 (5.7%) zeros | Zeros |
Reproduction
| Analysis started | 2024-05-03 04:22:26.459513 |
|---|---|
| Analysis finished | 2024-05-03 04:25:35.782043 |
| Duration | 3 minutes and 9.32 seconds |
| Software version | ydata-profiling vv4.7.0 |
| Download configuration | config.json |
MSSubClass
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.93315 |
| Minimum | 20 |
|---|---|
| Maximum | 190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 20 |
| median | 50 |
| Q3 | 70 |
| 95-th percentile | 160 |
| Maximum | 190 |
| Range | 170 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 42.350366 |
|---|---|
| Coefficient of variation (CV) | 0.74386128 |
| Kurtosis | 1.577206 |
| Mean | 56.93315 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 1.4082993 |
| Sum | 82610 |
| Variance | 1793.5535 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 20 | 532 | |
| 60 | 296 | |
| 50 | 144 | 9.9% |
| 120 | 86 | 5.9% |
| 30 | 69 | 4.8% |
| 160 | 63 | 4.3% |
| 70 | 60 | 4.1% |
| 80 | 57 | 3.9% |
| 90 | 52 | 3.6% |
| 190 | 30 | 2.1% |
| Other values (5) | 62 | 4.3% |
| Value | Count | Frequency (%) |
| 20 | 532 | |
| 30 | 69 | 4.8% |
| 40 | 4 | 0.3% |
| 45 | 12 | 0.8% |
| 50 | 144 | 9.9% |
| 60 | 296 | |
| 70 | 60 | 4.1% |
| 75 | 16 | 1.1% |
| 80 | 57 | 3.9% |
| 85 | 20 | 1.4% |
| Value | Count | Frequency (%) |
| 190 | 30 | 2.1% |
| 180 | 10 | 0.7% |
| 160 | 63 | 4.3% |
| 120 | 86 | 5.9% |
| 90 | 52 | 3.6% |
| 85 | 20 | 1.4% |
| 80 | 57 | 3.9% |
| 75 | 16 | 1.1% |
| 70 | 60 | 4.1% |
| 60 | 296 |
MSZoning
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| RL | |
|---|---|
| RM | |
| Other | 88 |
Length
| Max length | 5 |
|---|---|
| Median length | 2 |
| Mean length | 2.1819435 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3166 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RL |
|---|---|
| 2nd row | RL |
| 3rd row | RL |
| 4th row | RL |
| 5th row | RL |
Common Values
| Value | Count | Frequency (%) |
| RL | 1145 | |
| RM | 218 | 15.0% |
| Other | 88 | 6.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| rl | 1145 | |
| rm | 218 | 15.0% |
| other | 88 | 6.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 1363 | |
| L | 1145 | |
| M | 218 | 6.9% |
| O | 88 | 2.8% |
| t | 88 | 2.8% |
| h | 88 | 2.8% |
| e | 88 | 2.8% |
| r | 88 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3166 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 1363 | |
| L | 1145 | |
| M | 218 | 6.9% |
| O | 88 | 2.8% |
| t | 88 | 2.8% |
| h | 88 | 2.8% |
| e | 88 | 2.8% |
| r | 88 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3166 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 1363 | |
| L | 1145 | |
| M | 218 | 6.9% |
| O | 88 | 2.8% |
| t | 88 | 2.8% |
| h | 88 | 2.8% |
| e | 88 | 2.8% |
| r | 88 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3166 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 1363 | |
| L | 1145 | |
| M | 218 | 6.9% |
| O | 88 | 2.8% |
| t | 88 | 2.8% |
| h | 88 | 2.8% |
| e | 88 | 2.8% |
| r | 88 | 2.8% |
LotFrontage
Real number (ℝ)
HIGH CORRELATION
| Distinct | 110 |
|---|---|
| Distinct (%) | 7.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.845624 |
| Minimum | 21 |
|---|---|
| Maximum | 313 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 60 |
| median | 69 |
| Q3 | 79 |
| 95-th percentile | 104 |
| Maximum | 313 |
| Range | 292 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 22.044429 |
|---|---|
| Coefficient of variation (CV) | 0.31561646 |
| Kurtosis | 21.988965 |
| Mean | 69.845624 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 2.4194663 |
| Sum | 101346 |
| Variance | 485.95684 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 69 | 268 | |
| 60 | 143 | 9.9% |
| 70 | 70 | 4.8% |
| 80 | 69 | 4.8% |
| 50 | 57 | 3.9% |
| 75 | 52 | 3.6% |
| 65 | 43 | 3.0% |
| 85 | 40 | 2.8% |
| 78 | 25 | 1.7% |
| 90 | 23 | 1.6% |
| Other values (100) | 661 |
| Value | Count | Frequency (%) |
| 21 | 23 | |
| 24 | 19 | |
| 30 | 6 | 0.4% |
| 32 | 5 | 0.3% |
| 33 | 1 | 0.1% |
| 34 | 10 | |
| 35 | 8 | 0.6% |
| 36 | 6 | 0.4% |
| 37 | 5 | 0.3% |
| 38 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 313 | 2 | |
| 182 | 1 | |
| 174 | 2 | |
| 168 | 1 | |
| 160 | 1 | |
| 153 | 1 | |
| 152 | 1 | |
| 150 | 1 | |
| 149 | 1 | |
| 144 | 1 |
LotArea
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1066 |
|---|---|
| Distinct (%) | 73.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10507.808 |
| Minimum | 1300 |
|---|---|
| Maximum | 215245 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 1300 |
|---|---|
| 5-th percentile | 3273 |
| Q1 | 7537.5 |
| median | 9477 |
| Q3 | 11600 |
| 95-th percentile | 17308.5 |
| Maximum | 215245 |
| Range | 213945 |
| Interquartile range (IQR) | 4062.5 |
Descriptive statistics
| Standard deviation | 9992.9871 |
|---|---|
| Coefficient of variation (CV) | 0.95100583 |
| Kurtosis | 203.58408 |
| Mean | 10507.808 |
| Median Absolute Deviation (MAD) | 2001 |
| Skewness | 12.235742 |
| Sum | 15246830 |
| Variance | 99859791 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7200 | 25 | 1.7% |
| 9600 | 24 | 1.7% |
| 6000 | 17 | 1.2% |
| 8400 | 14 | 1.0% |
| 9000 | 14 | 1.0% |
| 10800 | 14 | 1.0% |
| 1680 | 10 | 0.7% |
| 7500 | 9 | 0.6% |
| 6120 | 8 | 0.6% |
| 9100 | 8 | 0.6% |
| Other values (1056) | 1308 |
| Value | Count | Frequency (%) |
| 1300 | 1 | 0.1% |
| 1477 | 1 | 0.1% |
| 1491 | 1 | 0.1% |
| 1526 | 1 | 0.1% |
| 1533 | 2 | 0.1% |
| 1596 | 1 | 0.1% |
| 1680 | 10 | |
| 1869 | 1 | 0.1% |
| 1890 | 2 | 0.1% |
| 1920 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 215245 | 1 | |
| 164660 | 1 | |
| 159000 | 1 | |
| 115149 | 1 | |
| 70761 | 1 | |
| 63887 | 1 | |
| 57200 | 1 | |
| 53504 | 1 | |
| 53227 | 1 | |
| 53107 | 1 |
Street
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| Pave | |
|---|---|
| Other | 6 |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.0041351 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5810 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Pave |
|---|---|
| 2nd row | Pave |
| 3rd row | Pave |
| 4th row | Pave |
| 5th row | Pave |
Common Values
| Value | Count | Frequency (%) |
| Pave | 1445 | |
| Other | 6 | 0.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| pave | 1445 | |
| other | 6 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1451 | |
| P | 1445 | |
| a | 1445 | |
| v | 1445 | |
| O | 6 | 0.1% |
| t | 6 | 0.1% |
| h | 6 | 0.1% |
| r | 6 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5810 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1451 | |
| P | 1445 | |
| a | 1445 | |
| v | 1445 | |
| O | 6 | 0.1% |
| t | 6 | 0.1% |
| h | 6 | 0.1% |
| r | 6 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5810 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1451 | |
| P | 1445 | |
| a | 1445 | |
| v | 1445 | |
| O | 6 | 0.1% |
| t | 6 | 0.1% |
| h | 6 | 0.1% |
| r | 6 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5810 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1451 | |
| P | 1445 | |
| a | 1445 | |
| v | 1445 | |
| O | 6 | 0.1% |
| t | 6 | 0.1% |
| h | 6 | 0.1% |
| r | 6 | 0.1% |
Alley
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| NoAlley | |
|---|---|
| Other | 90 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.8759476 |
| Min length | 5 |
Characters and Unicode
| Total characters | 9977 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NoAlley |
|---|---|
| 2nd row | NoAlley |
| 3rd row | NoAlley |
| 4th row | NoAlley |
| 5th row | NoAlley |
Common Values
| Value | Count | Frequency (%) |
| NoAlley | 1361 | |
| Other | 90 | 6.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| noalley | 1361 | |
| other | 90 | 6.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 2722 | |
| e | 1451 | |
| o | 1361 | |
| N | 1361 | |
| A | 1361 | |
| y | 1361 | |
| O | 90 | 0.9% |
| t | 90 | 0.9% |
| h | 90 | 0.9% |
| r | 90 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9977 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 2722 | |
| e | 1451 | |
| o | 1361 | |
| N | 1361 | |
| A | 1361 | |
| y | 1361 | |
| O | 90 | 0.9% |
| t | 90 | 0.9% |
| h | 90 | 0.9% |
| r | 90 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9977 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 2722 | |
| e | 1451 | |
| o | 1361 | |
| N | 1361 | |
| A | 1361 | |
| y | 1361 | |
| O | 90 | 0.9% |
| t | 90 | 0.9% |
| h | 90 | 0.9% |
| r | 90 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9977 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 2722 | |
| e | 1451 | |
| o | 1361 | |
| N | 1361 | |
| A | 1361 | |
| y | 1361 | |
| O | 90 | 0.9% |
| t | 90 | 0.9% |
| h | 90 | 0.9% |
| r | 90 | 0.9% |
LotShape
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| Reg | |
|---|---|
| IR1 | |
| IR2 | 41 |
| IR3 | 10 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4353 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Reg |
|---|---|
| 2nd row | Reg |
| 3rd row | IR1 |
| 4th row | IR1 |
| 5th row | IR1 |
Common Values
| Value | Count | Frequency (%) |
| Reg | 918 | |
| IR1 | 482 | |
| IR2 | 41 | 2.8% |
| IR3 | 10 | 0.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| reg | 918 | |
| ir1 | 482 | |
| ir2 | 41 | 2.8% |
| ir3 | 10 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 1451 | |
| e | 918 | |
| g | 918 | |
| I | 533 | 12.2% |
| 1 | 482 | 11.1% |
| 2 | 41 | 0.9% |
| 3 | 10 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4353 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| R | 1451 | |
| e | 918 | |
| g | 918 | |
| I | 533 | 12.2% |
| 1 | 482 | 11.1% |
| 2 | 41 | 0.9% |
| 3 | 10 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4353 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| R | 1451 | |
| e | 918 | |
| g | 918 | |
| I | 533 | 12.2% |
| 1 | 482 | 11.1% |
| 2 | 41 | 0.9% |
| 3 | 10 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4353 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| R | 1451 | |
| e | 918 | |
| g | 918 | |
| I | 533 | 12.2% |
| 1 | 482 | 11.1% |
| 2 | 41 | 0.9% |
| 3 | 10 | 0.2% |
LandContour
Categorical
IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| Lvl | |
|---|---|
| Bnk | 63 |
| HLS | 50 |
| Low | 36 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4353 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Lvl |
|---|---|
| 2nd row | Lvl |
| 3rd row | Lvl |
| 4th row | Lvl |
| 5th row | Lvl |
Common Values
| Value | Count | Frequency (%) |
| Lvl | 1302 | |
| Bnk | 63 | 4.3% |
| HLS | 50 | 3.4% |
| Low | 36 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| lvl | 1302 | |
| bnk | 63 | 4.3% |
| hls | 50 | 3.4% |
| low | 36 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 1388 | |
| v | 1302 | |
| l | 1302 | |
| B | 63 | 1.4% |
| n | 63 | 1.4% |
| k | 63 | 1.4% |
| H | 50 | 1.1% |
| S | 50 | 1.1% |
| o | 36 | 0.8% |
| w | 36 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4353 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| L | 1388 | |
| v | 1302 | |
| l | 1302 | |
| B | 63 | 1.4% |
| n | 63 | 1.4% |
| k | 63 | 1.4% |
| H | 50 | 1.1% |
| S | 50 | 1.1% |
| o | 36 | 0.8% |
| w | 36 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4353 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| L | 1388 | |
| v | 1302 | |
| l | 1302 | |
| B | 63 | 1.4% |
| n | 63 | 1.4% |
| k | 63 | 1.4% |
| H | 50 | 1.1% |
| S | 50 | 1.1% |
| o | 36 | 0.8% |
| w | 36 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4353 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| L | 1388 | |
| v | 1302 | |
| l | 1302 | |
| B | 63 | 1.4% |
| n | 63 | 1.4% |
| k | 63 | 1.4% |
| H | 50 | 1.1% |
| S | 50 | 1.1% |
| o | 36 | 0.8% |
| w | 36 | 0.8% |
Utilities
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| AllPub | |
|---|---|
| NoSeWa | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 8706 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | AllPub |
|---|---|
| 2nd row | AllPub |
| 3rd row | AllPub |
| 4th row | AllPub |
| 5th row | AllPub |
Common Values
| Value | Count | Frequency (%) |
| AllPub | 1450 | |
| NoSeWa | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| allpub | 1450 | |
| nosewa | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 2900 | |
| A | 1450 | |
| P | 1450 | |
| u | 1450 | |
| b | 1450 | |
| N | 1 | < 0.1% |
| o | 1 | < 0.1% |
| S | 1 | < 0.1% |
| e | 1 | < 0.1% |
| W | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8706 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 2900 | |
| A | 1450 | |
| P | 1450 | |
| u | 1450 | |
| b | 1450 | |
| N | 1 | < 0.1% |
| o | 1 | < 0.1% |
| S | 1 | < 0.1% |
| e | 1 | < 0.1% |
| W | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8706 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 2900 | |
| A | 1450 | |
| P | 1450 | |
| u | 1450 | |
| b | 1450 | |
| N | 1 | < 0.1% |
| o | 1 | < 0.1% |
| S | 1 | < 0.1% |
| e | 1 | < 0.1% |
| W | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8706 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 2900 | |
| A | 1450 | |
| P | 1450 | |
| u | 1450 | |
| b | 1450 | |
| N | 1 | < 0.1% |
| o | 1 | < 0.1% |
| S | 1 | < 0.1% |
| e | 1 | < 0.1% |
| W | 1 | < 0.1% |
LotConfig
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| Inside | |
|---|---|
| Corner | |
| CulDSac | 93 |
| Other | 51 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.0289456 |
| Min length | 5 |
Characters and Unicode
| Total characters | 8748 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Inside |
|---|---|
| 2nd row | Other |
| 3rd row | Inside |
| 4th row | Corner |
| 5th row | Other |
Common Values
| Value | Count | Frequency (%) |
| Inside | 1045 | |
| Corner | 262 | 18.1% |
| CulDSac | 93 | 6.4% |
| Other | 51 | 3.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| inside | 1045 | |
| corner | 262 | 18.1% |
| culdsac | 93 | 6.4% |
| other | 51 | 3.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1358 | |
| n | 1307 | |
| I | 1045 | |
| s | 1045 | |
| i | 1045 | |
| d | 1045 | |
| r | 575 | |
| C | 355 | 4.1% |
| o | 262 | 3.0% |
| u | 93 | 1.1% |
| Other values (8) | 618 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8748 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1358 | |
| n | 1307 | |
| I | 1045 | |
| s | 1045 | |
| i | 1045 | |
| d | 1045 | |
| r | 575 | |
| C | 355 | 4.1% |
| o | 262 | 3.0% |
| u | 93 | 1.1% |
| Other values (8) | 618 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8748 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1358 | |
| n | 1307 | |
| I | 1045 | |
| s | 1045 | |
| i | 1045 | |
| d | 1045 | |
| r | 575 | |
| C | 355 | 4.1% |
| o | 262 | 3.0% |
| u | 93 | 1.1% |
| Other values (8) | 618 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8748 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1358 | |
| n | 1307 | |
| I | 1045 | |
| s | 1045 | |
| i | 1045 | |
| d | 1045 | |
| r | 575 | |
| C | 355 | 4.1% |
| o | 262 | 3.0% |
| u | 93 | 1.1% |
| Other values (8) | 618 |
LandSlope
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| Gtl | |
|---|---|
| Mod | 65 |
| Sev | 13 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4353 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gtl |
|---|---|
| 2nd row | Gtl |
| 3rd row | Gtl |
| 4th row | Gtl |
| 5th row | Gtl |
Common Values
| Value | Count | Frequency (%) |
| Gtl | 1373 | |
| Mod | 65 | 4.5% |
| Sev | 13 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gtl | 1373 | |
| mod | 65 | 4.5% |
| sev | 13 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 1373 | |
| t | 1373 | |
| l | 1373 | |
| M | 65 | 1.5% |
| o | 65 | 1.5% |
| d | 65 | 1.5% |
| S | 13 | 0.3% |
| e | 13 | 0.3% |
| v | 13 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4353 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| G | 1373 | |
| t | 1373 | |
| l | 1373 | |
| M | 65 | 1.5% |
| o | 65 | 1.5% |
| d | 65 | 1.5% |
| S | 13 | 0.3% |
| e | 13 | 0.3% |
| v | 13 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4353 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| G | 1373 | |
| t | 1373 | |
| l | 1373 | |
| M | 65 | 1.5% |
| o | 65 | 1.5% |
| d | 65 | 1.5% |
| S | 13 | 0.3% |
| e | 13 | 0.3% |
| v | 13 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4353 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| G | 1373 | |
| t | 1373 | |
| l | 1373 | |
| M | 65 | 1.5% |
| o | 65 | 1.5% |
| d | 65 | 1.5% |
| S | 13 | 0.3% |
| e | 13 | 0.3% |
| v | 13 | 0.3% |
Neighborhood
Categorical
HIGH CORRELATION
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| Other | |
|---|---|
| NAmes | |
| CollgCr | |
| OldTown | |
| Edwards | |
| Other values (5) |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.9269469 |
| Min length | 5 |
Characters and Unicode
| Total characters | 8600 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CollgCr |
|---|---|
| 2nd row | Other |
| 3rd row | CollgCr |
| 4th row | Other |
| 5th row | Other |
Common Values
| Value | Count | Frequency (%) |
| Other | 480 | |
| NAmes | 225 | |
| CollgCr | 149 | 10.3% |
| OldTown | 113 | 7.8% |
| Edwards | 100 | 6.9% |
| Somerst | 83 | 5.7% |
| Gilbert | 78 | 5.4% |
| NridgHt | 76 | 5.2% |
| Sawyer | 74 | 5.1% |
| NWAmes | 73 | 5.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| other | 480 | |
| names | 225 | |
| collgcr | 149 | 10.3% |
| oldtown | 113 | 7.8% |
| edwards | 100 | 6.9% |
| somerst | 83 | 5.7% |
| gilbert | 78 | 5.4% |
| nridght | 76 | 5.2% |
| sawyer | 74 | 5.1% |
| nwames | 73 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1040 | 12.1% |
| e | 1013 | 11.8% |
| t | 717 | 8.3% |
| O | 593 | 6.9% |
| l | 489 | 5.7% |
| s | 481 | 5.6% |
| h | 480 | 5.6% |
| d | 389 | 4.5% |
| m | 381 | 4.4% |
| N | 374 | 4.3% |
| Other values (16) | 2643 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8600 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1040 | 12.1% |
| e | 1013 | 11.8% |
| t | 717 | 8.3% |
| O | 593 | 6.9% |
| l | 489 | 5.7% |
| s | 481 | 5.6% |
| h | 480 | 5.6% |
| d | 389 | 4.5% |
| m | 381 | 4.4% |
| N | 374 | 4.3% |
| Other values (16) | 2643 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8600 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1040 | 12.1% |
| e | 1013 | 11.8% |
| t | 717 | 8.3% |
| O | 593 | 6.9% |
| l | 489 | 5.7% |
| s | 481 | 5.6% |
| h | 480 | 5.6% |
| d | 389 | 4.5% |
| m | 381 | 4.4% |
| N | 374 | 4.3% |
| Other values (16) | 2643 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8600 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1040 | 12.1% |
| e | 1013 | 11.8% |
| t | 717 | 8.3% |
| O | 593 | 6.9% |
| l | 489 | 5.7% |
| s | 481 | 5.6% |
| h | 480 | 5.6% |
| d | 389 | 4.5% |
| m | 381 | 4.4% |
| N | 374 | 4.3% |
| Other values (16) | 2643 |
Condition1
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| Norm | |
|---|---|
| Other | 119 |
| Feedr | 81 |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.137836 |
| Min length | 4 |
Characters and Unicode
| Total characters | 6004 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Norm |
|---|---|
| 2nd row | Feedr |
| 3rd row | Norm |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| Norm | 1251 | |
| Other | 119 | 8.2% |
| Feedr | 81 | 5.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| norm | 1251 | |
| other | 119 | 8.2% |
| feedr | 81 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1451 | |
| N | 1251 | |
| o | 1251 | |
| m | 1251 | |
| e | 281 | 4.7% |
| O | 119 | 2.0% |
| t | 119 | 2.0% |
| h | 119 | 2.0% |
| F | 81 | 1.3% |
| d | 81 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6004 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1451 | |
| N | 1251 | |
| o | 1251 | |
| m | 1251 | |
| e | 281 | 4.7% |
| O | 119 | 2.0% |
| t | 119 | 2.0% |
| h | 119 | 2.0% |
| F | 81 | 1.3% |
| d | 81 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6004 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1451 | |
| N | 1251 | |
| o | 1251 | |
| m | 1251 | |
| e | 281 | 4.7% |
| O | 119 | 2.0% |
| t | 119 | 2.0% |
| h | 119 | 2.0% |
| F | 81 | 1.3% |
| d | 81 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6004 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1451 | |
| N | 1251 | |
| o | 1251 | |
| m | 1251 | |
| e | 281 | 4.7% |
| O | 119 | 2.0% |
| t | 119 | 2.0% |
| h | 119 | 2.0% |
| F | 81 | 1.3% |
| d | 81 | 1.3% |
Condition2
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| Norm | |
|---|---|
| Other | 15 |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.0103377 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5819 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Norm |
|---|---|
| 2nd row | Norm |
| 3rd row | Norm |
| 4th row | Norm |
| 5th row | Norm |
Common Values
| Value | Count | Frequency (%) |
| Norm | 1436 | |
| Other | 15 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| norm | 1436 | |
| other | 15 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1451 | |
| N | 1436 | |
| o | 1436 | |
| m | 1436 | |
| O | 15 | 0.3% |
| t | 15 | 0.3% |
| h | 15 | 0.3% |
| e | 15 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5819 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1451 | |
| N | 1436 | |
| o | 1436 | |
| m | 1436 | |
| O | 15 | 0.3% |
| t | 15 | 0.3% |
| h | 15 | 0.3% |
| e | 15 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5819 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1451 | |
| N | 1436 | |
| o | 1436 | |
| m | 1436 | |
| O | 15 | 0.3% |
| t | 15 | 0.3% |
| h | 15 | 0.3% |
| e | 15 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5819 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1451 | |
| N | 1436 | |
| o | 1436 | |
| m | 1436 | |
| O | 15 | 0.3% |
| t | 15 | 0.3% |
| h | 15 | 0.3% |
| e | 15 | 0.3% |
OverallQual
Real number (ℝ)
HIGH CORRELATION
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0937285 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3814667 |
|---|---|
| Coefficient of variation (CV) | 0.22670303 |
| Kurtosis | 0.085527293 |
| Mean | 6.0937285 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.21340488 |
| Sum | 8842 |
| Variance | 1.9084503 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 5 | 396 | |
| 6 | 372 | |
| 7 | 315 | |
| 8 | 167 | |
| 4 | 116 | 8.0% |
| 9 | 43 | 3.0% |
| 3 | 20 | 1.4% |
| 10 | 17 | 1.2% |
| 2 | 3 | 0.2% |
| 1 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2 | 0.1% |
| 2 | 3 | 0.2% |
| 3 | 20 | 1.4% |
| 4 | 116 | 8.0% |
| 5 | 396 | |
| 6 | 372 | |
| 7 | 315 | |
| 8 | 167 | |
| 9 | 43 | 3.0% |
| 10 | 17 | 1.2% |
| Value | Count | Frequency (%) |
| 10 | 17 | 1.2% |
| 9 | 43 | 3.0% |
| 8 | 167 | |
| 7 | 315 | |
| 6 | 372 | |
| 5 | 396 | |
| 4 | 116 | 8.0% |
| 3 | 20 | 1.4% |
| 2 | 3 | 0.2% |
| 1 | 2 | 0.1% |
OverallCond
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5796003 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1134154 |
|---|---|
| Coefficient of variation (CV) | 0.19955111 |
| Kurtosis | 1.0919419 |
| Mean | 5.5796003 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.69390475 |
| Sum | 8096 |
| Variance | 1.2396939 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 5 | 814 | |
| 6 | 251 | 17.3% |
| 7 | 205 | 14.1% |
| 8 | 72 | 5.0% |
| 4 | 57 | 3.9% |
| 3 | 24 | 1.7% |
| 9 | 22 | 1.5% |
| 2 | 5 | 0.3% |
| 1 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 2 | 5 | 0.3% |
| 3 | 24 | 1.7% |
| 4 | 57 | 3.9% |
| 5 | 814 | |
| 6 | 251 | 17.3% |
| 7 | 205 | 14.1% |
| 8 | 72 | 5.0% |
| 9 | 22 | 1.5% |
| Value | Count | Frequency (%) |
| 9 | 22 | 1.5% |
| 8 | 72 | 5.0% |
| 7 | 205 | 14.1% |
| 6 | 251 | 17.3% |
| 5 | 814 | |
| 4 | 57 | 3.9% |
| 3 | 24 | 1.7% |
| 2 | 5 | 0.3% |
| 1 | 1 | 0.1% |
RoofStyle
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| Gable | |
|---|---|
| Hip | |
| Other | 33 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.6071675 |
| Min length | 3 |
Characters and Unicode
| Total characters | 6685 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gable |
|---|---|
| 2nd row | Gable |
| 3rd row | Gable |
| 4th row | Gable |
| 5th row | Gable |
Common Values
| Value | Count | Frequency (%) |
| Gable | 1133 | |
| Hip | 285 | 19.6% |
| Other | 33 | 2.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gable | 1133 | |
| hip | 285 | 19.6% |
| other | 33 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1166 | |
| G | 1133 | |
| b | 1133 | |
| a | 1133 | |
| l | 1133 | |
| H | 285 | 4.3% |
| i | 285 | 4.3% |
| p | 285 | 4.3% |
| O | 33 | 0.5% |
| t | 33 | 0.5% |
| Other values (2) | 66 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6685 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1166 | |
| G | 1133 | |
| b | 1133 | |
| a | 1133 | |
| l | 1133 | |
| H | 285 | 4.3% |
| i | 285 | 4.3% |
| p | 285 | 4.3% |
| O | 33 | 0.5% |
| t | 33 | 0.5% |
| Other values (2) | 66 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6685 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1166 | |
| G | 1133 | |
| b | 1133 | |
| a | 1133 | |
| l | 1133 | |
| H | 285 | 4.3% |
| i | 285 | 4.3% |
| p | 285 | 4.3% |
| O | 33 | 0.5% |
| t | 33 | 0.5% |
| Other values (2) | 66 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6685 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1166 | |
| G | 1133 | |
| b | 1133 | |
| a | 1133 | |
| l | 1133 | |
| H | 285 | 4.3% |
| i | 285 | 4.3% |
| p | 285 | 4.3% |
| O | 33 | 0.5% |
| t | 33 | 0.5% |
| Other values (2) | 66 | 1.0% |
RoofMatl
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| CompShg | |
|---|---|
| Other | 26 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.9641626 |
| Min length | 5 |
Characters and Unicode
| Total characters | 10105 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CompShg |
|---|---|
| 2nd row | CompShg |
| 3rd row | CompShg |
| 4th row | CompShg |
| 5th row | CompShg |
Common Values
| Value | Count | Frequency (%) |
| CompShg | 1425 | |
| Other | 26 | 1.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| compshg | 1425 | |
| other | 26 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| h | 1451 | |
| o | 1425 | |
| C | 1425 | |
| m | 1425 | |
| p | 1425 | |
| S | 1425 | |
| g | 1425 | |
| O | 26 | 0.3% |
| t | 26 | 0.3% |
| e | 26 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10105 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| h | 1451 | |
| o | 1425 | |
| C | 1425 | |
| m | 1425 | |
| p | 1425 | |
| S | 1425 | |
| g | 1425 | |
| O | 26 | 0.3% |
| t | 26 | 0.3% |
| e | 26 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10105 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| h | 1451 | |
| o | 1425 | |
| C | 1425 | |
| m | 1425 | |
| p | 1425 | |
| S | 1425 | |
| g | 1425 | |
| O | 26 | 0.3% |
| t | 26 | 0.3% |
| e | 26 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10105 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| h | 1451 | |
| o | 1425 | |
| C | 1425 | |
| m | 1425 | |
| p | 1425 | |
| S | 1425 | |
| g | 1425 | |
| O | 26 | 0.3% |
| t | 26 | 0.3% |
| e | 26 | 0.3% |
Exterior1st
Categorical
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| VinylSd | |
|---|---|
| HdBoard | |
| MetalSd | |
| Wd Sdng | |
| Other |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.7422467 |
| Min length | 5 |
Characters and Unicode
| Total characters | 9783 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | VinylSd |
|---|---|
| 2nd row | MetalSd |
| 3rd row | VinylSd |
| 4th row | Wd Sdng |
| 5th row | VinylSd |
Common Values
| Value | Count | Frequency (%) |
| VinylSd | 509 | |
| HdBoard | 222 | |
| MetalSd | 220 | |
| Wd Sdng | 205 | |
| Other | 187 | 12.9% |
| Plywood | 108 | 7.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| vinylsd | 509 | |
| hdboard | 222 | |
| metalsd | 220 | |
| wd | 205 | |
| sdng | 205 | |
| other | 187 | 11.3% |
| plywood | 108 | 6.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 1691 | |
| S | 934 | 9.5% |
| l | 837 | 8.6% |
| n | 714 | 7.3% |
| y | 617 | 6.3% |
| i | 509 | 5.2% |
| V | 509 | 5.2% |
| a | 442 | 4.5% |
| o | 438 | 4.5% |
| r | 409 | 4.2% |
| Other values (12) | 2683 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9783 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 1691 | |
| S | 934 | 9.5% |
| l | 837 | 8.6% |
| n | 714 | 7.3% |
| y | 617 | 6.3% |
| i | 509 | 5.2% |
| V | 509 | 5.2% |
| a | 442 | 4.5% |
| o | 438 | 4.5% |
| r | 409 | 4.2% |
| Other values (12) | 2683 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9783 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 1691 | |
| S | 934 | 9.5% |
| l | 837 | 8.6% |
| n | 714 | 7.3% |
| y | 617 | 6.3% |
| i | 509 | 5.2% |
| V | 509 | 5.2% |
| a | 442 | 4.5% |
| o | 438 | 4.5% |
| r | 409 | 4.2% |
| Other values (12) | 2683 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9783 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 1691 | |
| S | 934 | 9.5% |
| l | 837 | 8.6% |
| n | 714 | 7.3% |
| y | 617 | 6.3% |
| i | 509 | 5.2% |
| V | 509 | 5.2% |
| a | 442 | 4.5% |
| o | 438 | 4.5% |
| r | 409 | 4.2% |
| Other values (12) | 2683 |
Exterior2nd
Categorical
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| VinylSd | |
|---|---|
| MetalSd | |
| HdBoard | |
| Wd Sdng | |
| Other |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.7339766 |
| Min length | 5 |
Characters and Unicode
| Total characters | 9771 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | VinylSd |
|---|---|
| 2nd row | MetalSd |
| 3rd row | VinylSd |
| 4th row | Other |
| 5th row | VinylSd |
Common Values
| Value | Count | Frequency (%) |
| VinylSd | 498 | |
| MetalSd | 214 | |
| HdBoard | 207 | |
| Wd Sdng | 197 | 13.6% |
| Other | 193 | 13.3% |
| Plywood | 142 | 9.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| vinylsd | 498 | |
| metalsd | 214 | |
| hdboard | 207 | |
| wd | 197 | 12.0% |
| sdng | 197 | 12.0% |
| other | 193 | 11.7% |
| plywood | 142 | 8.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 1662 | |
| S | 909 | 9.3% |
| l | 854 | 8.7% |
| n | 695 | 7.1% |
| y | 640 | 6.5% |
| i | 498 | 5.1% |
| V | 498 | 5.1% |
| o | 491 | 5.0% |
| a | 421 | 4.3% |
| e | 407 | 4.2% |
| Other values (12) | 2696 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9771 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 1662 | |
| S | 909 | 9.3% |
| l | 854 | 8.7% |
| n | 695 | 7.1% |
| y | 640 | 6.5% |
| i | 498 | 5.1% |
| V | 498 | 5.1% |
| o | 491 | 5.0% |
| a | 421 | 4.3% |
| e | 407 | 4.2% |
| Other values (12) | 2696 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9771 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 1662 | |
| S | 909 | 9.3% |
| l | 854 | 8.7% |
| n | 695 | 7.1% |
| y | 640 | 6.5% |
| i | 498 | 5.1% |
| V | 498 | 5.1% |
| o | 491 | 5.0% |
| a | 421 | 4.3% |
| e | 407 | 4.2% |
| Other values (12) | 2696 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9771 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 1662 | |
| S | 909 | 9.3% |
| l | 854 | 8.7% |
| n | 695 | 7.1% |
| y | 640 | 6.5% |
| i | 498 | 5.1% |
| V | 498 | 5.1% |
| o | 491 | 5.0% |
| a | 421 | 4.3% |
| e | 407 | 4.2% |
| Other values (12) | 2696 |
MasVnrType
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| NoMasVnr | |
|---|---|
| BrkFace | |
| Stone | |
| Other | 15 |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 7.3976568 |
| Min length | 5 |
Characters and Unicode
| Total characters | 10734 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | BrkFace |
|---|---|
| 2nd row | NoMasVnr |
| 3rd row | BrkFace |
| 4th row | NoMasVnr |
| 5th row | BrkFace |
Common Values
| Value | Count | Frequency (%) |
| NoMasVnr | 863 | |
| BrkFace | 445 | |
| Stone | 128 | 8.8% |
| Other | 15 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| nomasvnr | 863 | |
| brkface | 445 | |
| stone | 128 | 8.8% |
| other | 15 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1323 | |
| a | 1308 | |
| n | 991 | |
| o | 991 | |
| N | 863 | |
| s | 863 | |
| M | 863 | |
| V | 863 | |
| e | 588 | 5.5% |
| B | 445 | 4.1% |
| Other values (7) | 1636 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10734 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1323 | |
| a | 1308 | |
| n | 991 | |
| o | 991 | |
| N | 863 | |
| s | 863 | |
| M | 863 | |
| V | 863 | |
| e | 588 | 5.5% |
| B | 445 | 4.1% |
| Other values (7) | 1636 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10734 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1323 | |
| a | 1308 | |
| n | 991 | |
| o | 991 | |
| N | 863 | |
| s | 863 | |
| M | 863 | |
| V | 863 | |
| e | 588 | 5.5% |
| B | 445 | 4.1% |
| Other values (7) | 1636 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10734 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1323 | |
| a | 1308 | |
| n | 991 | |
| o | 991 | |
| N | 863 | |
| s | 863 | |
| M | 863 | |
| V | 863 | |
| e | 588 | 5.5% |
| B | 445 | 4.1% |
| Other values (7) | 1636 |
MasVnrArea
Real number (ℝ)
ZEROS
| Distinct | 327 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 103.75672 |
| Minimum | 0 |
|---|---|
| Maximum | 1600 |
| Zeros | 860 |
| Zeros (%) | 59.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 166 |
| 95-th percentile | 456 |
| Maximum | 1600 |
| Range | 1600 |
| Interquartile range (IQR) | 166 |
Descriptive statistics
| Standard deviation | 181.10815 |
|---|---|
| Coefficient of variation (CV) | 1.7455077 |
| Kurtosis | 10.07505 |
| Mean | 103.75672 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.6680165 |
| Sum | 150551 |
| Variance | 32800.162 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 860 | |
| 180 | 8 | 0.6% |
| 108 | 8 | 0.6% |
| 72 | 8 | 0.6% |
| 16 | 7 | 0.5% |
| 120 | 7 | 0.5% |
| 200 | 6 | 0.4% |
| 340 | 6 | 0.4% |
| 106 | 6 | 0.4% |
| 80 | 6 | 0.4% |
| Other values (317) | 529 |
| Value | Count | Frequency (%) |
| 0 | 860 | |
| 1 | 2 | 0.1% |
| 11 | 1 | 0.1% |
| 14 | 1 | 0.1% |
| 16 | 7 | 0.5% |
| 18 | 2 | 0.1% |
| 22 | 1 | 0.1% |
| 24 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1600 | 1 | |
| 1378 | 1 | |
| 1170 | 1 | |
| 1129 | 1 | |
| 1115 | 1 | |
| 1047 | 1 | |
| 1031 | 1 | |
| 975 | 1 | |
| 922 | 1 | |
| 921 | 1 |
ExterQual
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | 51 |
| Fa | 14 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2902 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | TA |
| 3rd row | Gd |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 905 | |
| Gd | 481 | |
| Ex | 51 | 3.5% |
| Fa | 14 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 905 | |
| gd | 481 | |
| ex | 51 | 3.5% |
| fa | 14 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 905 | |
| A | 905 | |
| G | 481 | |
| d | 481 | |
| E | 51 | 1.8% |
| x | 51 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2902 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 905 | |
| A | 905 | |
| G | 481 | |
| d | 481 | |
| E | 51 | 1.8% |
| x | 51 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2902 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 905 | |
| A | 905 | |
| G | 481 | |
| d | 481 | |
| E | 51 | 1.8% |
| x | 51 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2902 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 905 | |
| A | 905 | |
| G | 481 | |
| d | 481 | |
| E | 51 | 1.8% |
| x | 51 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
ExterCond
Categorical
IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| TA | |
|---|---|
| Gd | |
| Fa | 28 |
| Ex | 3 |
| Po | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2902 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1273 | |
| Gd | 146 | 10.1% |
| Fa | 28 | 1.9% |
| Ex | 3 | 0.2% |
| Po | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1273 | |
| gd | 146 | 10.1% |
| fa | 28 | 1.9% |
| ex | 3 | 0.2% |
| po | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1273 | |
| A | 1273 | |
| G | 146 | 5.0% |
| d | 146 | 5.0% |
| F | 28 | 1.0% |
| a | 28 | 1.0% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2902 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1273 | |
| A | 1273 | |
| G | 146 | 5.0% |
| d | 146 | 5.0% |
| F | 28 | 1.0% |
| a | 28 | 1.0% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2902 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1273 | |
| A | 1273 | |
| G | 146 | 5.0% |
| d | 146 | 5.0% |
| F | 28 | 1.0% |
| a | 28 | 1.0% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2902 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1273 | |
| A | 1273 | |
| G | 146 | 5.0% |
| d | 146 | 5.0% |
| F | 28 | 1.0% |
| a | 28 | 1.0% |
| E | 3 | 0.1% |
| x | 3 | 0.1% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Foundation
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| PConc | |
|---|---|
| CBlock | |
| BrkTil | |
| Other | 33 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.5375603 |
| Min length | 5 |
Characters and Unicode
| Total characters | 8035 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PConc |
|---|---|
| 2nd row | CBlock |
| 3rd row | PConc |
| 4th row | BrkTil |
| 5th row | PConc |
Common Values
| Value | Count | Frequency (%) |
| PConc | 638 | |
| CBlock | 634 | |
| BrkTil | 146 | 10.1% |
| Other | 33 | 2.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| pconc | 638 | |
| cblock | 634 | |
| brktil | 146 | 10.1% |
| other | 33 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 1272 | |
| o | 1272 | |
| c | 1272 | |
| l | 780 | |
| B | 780 | |
| k | 780 | |
| P | 638 | |
| n | 638 | |
| r | 179 | 2.2% |
| T | 146 | 1.8% |
| Other values (5) | 278 | 3.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8035 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| C | 1272 | |
| o | 1272 | |
| c | 1272 | |
| l | 780 | |
| B | 780 | |
| k | 780 | |
| P | 638 | |
| n | 638 | |
| r | 179 | 2.2% |
| T | 146 | 1.8% |
| Other values (5) | 278 | 3.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8035 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| C | 1272 | |
| o | 1272 | |
| c | 1272 | |
| l | 780 | |
| B | 780 | |
| k | 780 | |
| P | 638 | |
| n | 638 | |
| r | 179 | 2.2% |
| T | 146 | 1.8% |
| Other values (5) | 278 | 3.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8035 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| C | 1272 | |
| o | 1272 | |
| c | 1272 | |
| l | 780 | |
| B | 780 | |
| k | 780 | |
| P | 638 | |
| n | 638 | |
| r | 179 | 2.2% |
| T | 146 | 1.8% |
| Other values (5) | 278 | 3.5% |
BsmtQual
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| NoBsmt | 37 |
| Fa | 35 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.1019986 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3050 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | Gd |
| 3rd row | Gd |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 648 | |
| Gd | 611 | |
| Ex | 120 | 8.3% |
| NoBsmt | 37 | 2.5% |
| Fa | 35 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 648 | |
| gd | 611 | |
| ex | 120 | 8.3% |
| nobsmt | 37 | 2.5% |
| fa | 35 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 648 | |
| A | 648 | |
| G | 611 | |
| d | 611 | |
| E | 120 | 3.9% |
| x | 120 | 3.9% |
| N | 37 | 1.2% |
| o | 37 | 1.2% |
| B | 37 | 1.2% |
| s | 37 | 1.2% |
| Other values (4) | 144 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3050 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 648 | |
| A | 648 | |
| G | 611 | |
| d | 611 | |
| E | 120 | 3.9% |
| x | 120 | 3.9% |
| N | 37 | 1.2% |
| o | 37 | 1.2% |
| B | 37 | 1.2% |
| s | 37 | 1.2% |
| Other values (4) | 144 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3050 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 648 | |
| A | 648 | |
| G | 611 | |
| d | 611 | |
| E | 120 | 3.9% |
| x | 120 | 3.9% |
| N | 37 | 1.2% |
| o | 37 | 1.2% |
| B | 37 | 1.2% |
| s | 37 | 1.2% |
| Other values (4) | 144 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3050 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 648 | |
| A | 648 | |
| G | 611 | |
| d | 611 | |
| E | 120 | 3.9% |
| x | 120 | 3.9% |
| N | 37 | 1.2% |
| o | 37 | 1.2% |
| B | 37 | 1.2% |
| s | 37 | 1.2% |
| Other values (4) | 144 | 4.7% |
BsmtCond
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| TA | |
|---|---|
| Gd | 64 |
| Fa | 45 |
| NoBsmt | 37 |
| Po | 2 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.1019986 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3050 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | Gd |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1303 | |
| Gd | 64 | 4.4% |
| Fa | 45 | 3.1% |
| NoBsmt | 37 | 2.5% |
| Po | 2 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1303 | |
| gd | 64 | 4.4% |
| fa | 45 | 3.1% |
| nobsmt | 37 | 2.5% |
| po | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1303 | |
| A | 1303 | |
| G | 64 | 2.1% |
| d | 64 | 2.1% |
| F | 45 | 1.5% |
| a | 45 | 1.5% |
| o | 39 | 1.3% |
| N | 37 | 1.2% |
| B | 37 | 1.2% |
| s | 37 | 1.2% |
| Other values (3) | 76 | 2.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3050 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1303 | |
| A | 1303 | |
| G | 64 | 2.1% |
| d | 64 | 2.1% |
| F | 45 | 1.5% |
| a | 45 | 1.5% |
| o | 39 | 1.3% |
| N | 37 | 1.2% |
| B | 37 | 1.2% |
| s | 37 | 1.2% |
| Other values (3) | 76 | 2.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3050 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1303 | |
| A | 1303 | |
| G | 64 | 2.1% |
| d | 64 | 2.1% |
| F | 45 | 1.5% |
| a | 45 | 1.5% |
| o | 39 | 1.3% |
| N | 37 | 1.2% |
| B | 37 | 1.2% |
| s | 37 | 1.2% |
| Other values (3) | 76 | 2.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3050 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1303 | |
| A | 1303 | |
| G | 64 | 2.1% |
| d | 64 | 2.1% |
| F | 45 | 1.5% |
| a | 45 | 1.5% |
| o | 39 | 1.3% |
| N | 37 | 1.2% |
| B | 37 | 1.2% |
| s | 37 | 1.2% |
| Other values (3) | 76 | 2.5% |
BsmtExposure
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| No | |
|---|---|
| Av | |
| Gd | |
| Mn | |
| Other | 38 |
Length
| Max length | 5 |
|---|---|
| Median length | 2 |
| Mean length | 2.0785665 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3016 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | Gd |
| 3rd row | Mn |
| 4th row | No |
| 5th row | Av |
Common Values
| Value | Count | Frequency (%) |
| No | 945 | |
| Av | 221 | 15.2% |
| Gd | 133 | 9.2% |
| Mn | 114 | 7.9% |
| Other | 38 | 2.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 945 | |
| av | 221 | 15.2% |
| gd | 133 | 9.2% |
| mn | 114 | 7.9% |
| other | 38 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 945 | |
| o | 945 | |
| A | 221 | 7.3% |
| v | 221 | 7.3% |
| G | 133 | 4.4% |
| d | 133 | 4.4% |
| M | 114 | 3.8% |
| n | 114 | 3.8% |
| O | 38 | 1.3% |
| t | 38 | 1.3% |
| Other values (3) | 114 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3016 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 945 | |
| o | 945 | |
| A | 221 | 7.3% |
| v | 221 | 7.3% |
| G | 133 | 4.4% |
| d | 133 | 4.4% |
| M | 114 | 3.8% |
| n | 114 | 3.8% |
| O | 38 | 1.3% |
| t | 38 | 1.3% |
| Other values (3) | 114 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3016 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 945 | |
| o | 945 | |
| A | 221 | 7.3% |
| v | 221 | 7.3% |
| G | 133 | 4.4% |
| d | 133 | 4.4% |
| M | 114 | 3.8% |
| n | 114 | 3.8% |
| O | 38 | 1.3% |
| t | 38 | 1.3% |
| Other values (3) | 114 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3016 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 945 | |
| o | 945 | |
| A | 221 | 7.3% |
| v | 221 | 7.3% |
| G | 133 | 4.4% |
| d | 133 | 4.4% |
| M | 114 | 3.8% |
| n | 114 | 3.8% |
| O | 38 | 1.3% |
| t | 38 | 1.3% |
| Other values (3) | 114 | 3.8% |
BsmtFinType1
Categorical
HIGH CORRELATION
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| Unf | |
|---|---|
| GLQ | |
| ALQ | |
| BLQ | |
| Rec | |
| Other values (2) |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.076499 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4464 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | GLQ |
|---|---|
| 2nd row | ALQ |
| 3rd row | GLQ |
| 4th row | ALQ |
| 5th row | GLQ |
Common Values
| Value | Count | Frequency (%) |
| Unf | 427 | |
| GLQ | 413 | |
| ALQ | 220 | |
| BLQ | 148 | 10.2% |
| Rec | 132 | 9.1% |
| LwQ | 74 | 5.1% |
| NoBsmt | 37 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 427 | |
| glq | 413 | |
| alq | 220 | |
| blq | 148 | 10.2% |
| rec | 132 | 9.1% |
| lwq | 74 | 5.1% |
| nobsmt | 37 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| L | 855 | |
| Q | 855 | |
| U | 427 | |
| f | 427 | |
| n | 427 | |
| G | 413 | |
| A | 220 | 4.9% |
| B | 185 | 4.1% |
| R | 132 | 3.0% |
| e | 132 | 3.0% |
| Other values (7) | 391 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4464 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| L | 855 | |
| Q | 855 | |
| U | 427 | |
| f | 427 | |
| n | 427 | |
| G | 413 | |
| A | 220 | 4.9% |
| B | 185 | 4.1% |
| R | 132 | 3.0% |
| e | 132 | 3.0% |
| Other values (7) | 391 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4464 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| L | 855 | |
| Q | 855 | |
| U | 427 | |
| f | 427 | |
| n | 427 | |
| G | 413 | |
| A | 220 | 4.9% |
| B | 185 | 4.1% |
| R | 132 | 3.0% |
| e | 132 | 3.0% |
| Other values (7) | 391 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4464 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| L | 855 | |
| Q | 855 | |
| U | 427 | |
| f | 427 | |
| n | 427 | |
| G | 413 | |
| A | 220 | 4.9% |
| B | 185 | 4.1% |
| R | 132 | 3.0% |
| e | 132 | 3.0% |
| Other values (7) | 391 |
BsmtFinSF1
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 633 |
|---|---|
| Distinct (%) | 43.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 442.27498 |
| Minimum | 0 |
|---|---|
| Maximum | 5644 |
| Zeros | 464 |
| Zeros (%) | 32.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 381 |
| Q3 | 707 |
| 95-th percentile | 1272 |
| Maximum | 5644 |
| Range | 5644 |
| Interquartile range (IQR) | 707 |
Descriptive statistics
| Standard deviation | 455.36928 |
|---|---|
| Coefficient of variation (CV) | 1.0296067 |
| Kurtosis | 11.293696 |
| Mean | 442.27498 |
| Median Absolute Deviation (MAD) | 381 |
| Skewness | 1.7025821 |
| Sum | 641741 |
| Variance | 207361.18 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 464 | |
| 24 | 12 | 0.8% |
| 16 | 9 | 0.6% |
| 936 | 5 | 0.3% |
| 20 | 5 | 0.3% |
| 616 | 5 | 0.3% |
| 662 | 5 | 0.3% |
| 686 | 5 | 0.3% |
| 560 | 4 | 0.3% |
| 547 | 4 | 0.3% |
| Other values (623) | 933 |
| Value | Count | Frequency (%) |
| 0 | 464 | |
| 2 | 1 | 0.1% |
| 16 | 9 | 0.6% |
| 20 | 5 | 0.3% |
| 24 | 12 | 0.8% |
| 25 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 28 | 3 | 0.2% |
| 33 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5644 | 1 | |
| 2260 | 1 | |
| 2188 | 1 | |
| 2096 | 1 | |
| 1904 | 1 | |
| 1880 | 1 | |
| 1810 | 1 | |
| 1767 | 1 | |
| 1721 | 1 | |
| 1696 | 1 |
BsmtFinType2
Categorical
IMBALANCE
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| Unf | |
|---|---|
| Rec | 54 |
| LwQ | 46 |
| NoBsmt | 38 |
| BLQ | 33 |
| Other values (2) | 33 |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.0785665 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4467 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Unf |
|---|---|
| 2nd row | Unf |
| 3rd row | Unf |
| 4th row | Unf |
| 5th row | Unf |
Common Values
| Value | Count | Frequency (%) |
| Unf | 1247 | |
| Rec | 54 | 3.7% |
| LwQ | 46 | 3.2% |
| NoBsmt | 38 | 2.6% |
| BLQ | 33 | 2.3% |
| ALQ | 19 | 1.3% |
| GLQ | 14 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 1247 | |
| rec | 54 | 3.7% |
| lwq | 46 | 3.2% |
| nobsmt | 38 | 2.6% |
| blq | 33 | 2.3% |
| alq | 19 | 1.3% |
| glq | 14 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| U | 1247 | |
| n | 1247 | |
| f | 1247 | |
| Q | 112 | 2.5% |
| L | 112 | 2.5% |
| B | 71 | 1.6% |
| e | 54 | 1.2% |
| c | 54 | 1.2% |
| R | 54 | 1.2% |
| w | 46 | 1.0% |
| Other values (7) | 223 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4467 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| U | 1247 | |
| n | 1247 | |
| f | 1247 | |
| Q | 112 | 2.5% |
| L | 112 | 2.5% |
| B | 71 | 1.6% |
| e | 54 | 1.2% |
| c | 54 | 1.2% |
| R | 54 | 1.2% |
| w | 46 | 1.0% |
| Other values (7) | 223 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4467 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| U | 1247 | |
| n | 1247 | |
| f | 1247 | |
| Q | 112 | 2.5% |
| L | 112 | 2.5% |
| B | 71 | 1.6% |
| e | 54 | 1.2% |
| c | 54 | 1.2% |
| R | 54 | 1.2% |
| w | 46 | 1.0% |
| Other values (7) | 223 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4467 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| U | 1247 | |
| n | 1247 | |
| f | 1247 | |
| Q | 112 | 2.5% |
| L | 112 | 2.5% |
| B | 71 | 1.6% |
| e | 54 | 1.2% |
| c | 54 | 1.2% |
| R | 54 | 1.2% |
| w | 46 | 1.0% |
| Other values (7) | 223 | 5.0% |
BsmtFinSF2
Real number (ℝ)
ZEROS
| Distinct | 144 |
|---|---|
| Distinct (%) | 9.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.838043 |
| Minimum | 0 |
|---|---|
| Maximum | 1474 |
| Zeros | 1284 |
| Zeros (%) | 88.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 398 |
| Maximum | 1474 |
| Range | 1474 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 161.77732 |
|---|---|
| Coefficient of variation (CV) | 3.4539728 |
| Kurtosis | 19.964623 |
| Mean | 46.838043 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.2402296 |
| Sum | 67962 |
| Variance | 26171.903 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1284 | |
| 180 | 5 | 0.3% |
| 374 | 3 | 0.2% |
| 290 | 2 | 0.1% |
| 469 | 2 | 0.1% |
| 279 | 2 | 0.1% |
| 551 | 2 | 0.1% |
| 96 | 2 | 0.1% |
| 480 | 2 | 0.1% |
| 182 | 2 | 0.1% |
| Other values (134) | 145 | 10.0% |
| Value | Count | Frequency (%) |
| 0 | 1284 | |
| 28 | 1 | 0.1% |
| 32 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| 40 | 1 | 0.1% |
| 41 | 2 | 0.1% |
| 64 | 2 | 0.1% |
| 68 | 1 | 0.1% |
| 80 | 1 | 0.1% |
| 81 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1474 | 1 | |
| 1127 | 1 | |
| 1120 | 1 | |
| 1085 | 1 | |
| 1080 | 1 | |
| 1063 | 1 | |
| 1061 | 1 | |
| 1057 | 1 | |
| 1031 | 1 | |
| 1029 | 1 |
BsmtUnfSF
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 777 |
|---|---|
| Distinct (%) | 53.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 567.19711 |
| Minimum | 0 |
|---|---|
| Maximum | 2336 |
| Zeros | 118 |
| Zeros (%) | 8.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 222 |
| median | 479 |
| Q3 | 808 |
| 95-th percentile | 1468 |
| Maximum | 2336 |
| Range | 2336 |
| Interquartile range (IQR) | 586 |
Descriptive statistics
| Standard deviation | 442.20919 |
|---|---|
| Coefficient of variation (CV) | 0.77963937 |
| Kurtosis | 0.47511904 |
| Mean | 567.19711 |
| Median Absolute Deviation (MAD) | 289 |
| Skewness | 0.91997674 |
| Sum | 823003 |
| Variance | 195548.97 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 118 | 8.1% |
| 728 | 9 | 0.6% |
| 572 | 7 | 0.5% |
| 300 | 7 | 0.5% |
| 384 | 7 | 0.5% |
| 600 | 7 | 0.5% |
| 672 | 6 | 0.4% |
| 280 | 6 | 0.4% |
| 625 | 6 | 0.4% |
| 270 | 6 | 0.4% |
| Other values (767) | 1272 |
| Value | Count | Frequency (%) |
| 0 | 118 | |
| 14 | 1 | 0.1% |
| 15 | 1 | 0.1% |
| 23 | 2 | 0.1% |
| 26 | 1 | 0.1% |
| 29 | 1 | 0.1% |
| 30 | 1 | 0.1% |
| 32 | 2 | 0.1% |
| 35 | 1 | 0.1% |
| 36 | 4 | 0.3% |
| Value | Count | Frequency (%) |
| 2336 | 1 | |
| 2153 | 1 | |
| 2121 | 1 | |
| 2046 | 1 | |
| 2042 | 1 | |
| 2002 | 1 | |
| 1969 | 1 | |
| 1935 | 1 | |
| 1926 | 1 | |
| 1907 | 1 |
Heating
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| GasA | |
|---|---|
| Other | 32 |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4.0220538 |
| Min length | 4 |
Characters and Unicode
| Total characters | 5836 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | GasA |
|---|---|
| 2nd row | GasA |
| 3rd row | GasA |
| 4th row | GasA |
| 5th row | GasA |
Common Values
| Value | Count | Frequency (%) |
| GasA | 1419 | |
| Other | 32 | 2.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gasa | 1419 | |
| other | 32 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 1419 | |
| a | 1419 | |
| s | 1419 | |
| A | 1419 | |
| O | 32 | 0.5% |
| t | 32 | 0.5% |
| h | 32 | 0.5% |
| e | 32 | 0.5% |
| r | 32 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5836 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| G | 1419 | |
| a | 1419 | |
| s | 1419 | |
| A | 1419 | |
| O | 32 | 0.5% |
| t | 32 | 0.5% |
| h | 32 | 0.5% |
| e | 32 | 0.5% |
| r | 32 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5836 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| G | 1419 | |
| a | 1419 | |
| s | 1419 | |
| A | 1419 | |
| O | 32 | 0.5% |
| t | 32 | 0.5% |
| h | 32 | 0.5% |
| e | 32 | 0.5% |
| r | 32 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5836 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| G | 1419 | |
| a | 1419 | |
| s | 1419 | |
| A | 1419 | |
| O | 32 | 0.5% |
| t | 32 | 0.5% |
| h | 32 | 0.5% |
| e | 32 | 0.5% |
| r | 32 | 0.5% |
HeatingQC
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| Ex | |
|---|---|
| TA | |
| Gd | |
| Fa | 49 |
| Po | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2902 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Ex |
|---|---|
| 2nd row | Ex |
| 3rd row | Ex |
| 4th row | Gd |
| 5th row | Ex |
Common Values
| Value | Count | Frequency (%) |
| Ex | 734 | |
| TA | 427 | |
| Gd | 240 | 16.5% |
| Fa | 49 | 3.4% |
| Po | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ex | 734 | |
| ta | 427 | |
| gd | 240 | 16.5% |
| fa | 49 | 3.4% |
| po | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 734 | |
| x | 734 | |
| T | 427 | |
| A | 427 | |
| G | 240 | 8.3% |
| d | 240 | 8.3% |
| F | 49 | 1.7% |
| a | 49 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2902 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| E | 734 | |
| x | 734 | |
| T | 427 | |
| A | 427 | |
| G | 240 | 8.3% |
| d | 240 | 8.3% |
| F | 49 | 1.7% |
| a | 49 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2902 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| E | 734 | |
| x | 734 | |
| T | 427 | |
| A | 427 | |
| G | 240 | 8.3% |
| d | 240 | 8.3% |
| F | 49 | 1.7% |
| a | 49 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2902 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| E | 734 | |
| x | 734 | |
| T | 427 | |
| A | 427 | |
| G | 240 | 8.3% |
| d | 240 | 8.3% |
| F | 49 | 1.7% |
| a | 49 | 1.7% |
| P | 1 | < 0.1% |
| o | 1 | < 0.1% |
CentralAir
Boolean
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| True | |
|---|---|
| False | 95 |
| Value | Count | Frequency (%) |
| True | 1356 | |
| False | 95 | 6.5% |
Electrical
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| SBrkr | |
|---|---|
| FuseA | 94 |
| Other | 31 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 7255 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SBrkr |
|---|---|
| 2nd row | SBrkr |
| 3rd row | SBrkr |
| 4th row | SBrkr |
| 5th row | SBrkr |
Common Values
| Value | Count | Frequency (%) |
| SBrkr | 1326 | |
| FuseA | 94 | 6.5% |
| Other | 31 | 2.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sbrkr | 1326 | |
| fusea | 94 | 6.5% |
| other | 31 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2683 | |
| S | 1326 | |
| B | 1326 | |
| k | 1326 | |
| e | 125 | 1.7% |
| F | 94 | 1.3% |
| u | 94 | 1.3% |
| s | 94 | 1.3% |
| A | 94 | 1.3% |
| O | 31 | 0.4% |
| Other values (2) | 62 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7255 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 2683 | |
| S | 1326 | |
| B | 1326 | |
| k | 1326 | |
| e | 125 | 1.7% |
| F | 94 | 1.3% |
| u | 94 | 1.3% |
| s | 94 | 1.3% |
| A | 94 | 1.3% |
| O | 31 | 0.4% |
| Other values (2) | 62 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7255 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 2683 | |
| S | 1326 | |
| B | 1326 | |
| k | 1326 | |
| e | 125 | 1.7% |
| F | 94 | 1.3% |
| u | 94 | 1.3% |
| s | 94 | 1.3% |
| A | 94 | 1.3% |
| O | 31 | 0.4% |
| Other values (2) | 62 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7255 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 2683 | |
| S | 1326 | |
| B | 1326 | |
| k | 1326 | |
| e | 125 | 1.7% |
| F | 94 | 1.3% |
| u | 94 | 1.3% |
| s | 94 | 1.3% |
| A | 94 | 1.3% |
| O | 31 | 0.4% |
| Other values (2) | 62 | 0.9% |
1stFlrSF
Real number (ℝ)
HIGH CORRELATION
| Distinct | 748 |
|---|---|
| Distinct (%) | 51.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1161.5513 |
| Minimum | 334 |
|---|---|
| Maximum | 4692 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 672.5 |
| Q1 | 882 |
| median | 1086 |
| Q3 | 1391 |
| 95-th percentile | 1827 |
| Maximum | 4692 |
| Range | 4358 |
| Interquartile range (IQR) | 509 |
Descriptive statistics
| Standard deviation | 385.00253 |
|---|---|
| Coefficient of variation (CV) | 0.33145546 |
| Kurtosis | 5.8325354 |
| Mean | 1161.5513 |
| Median Absolute Deviation (MAD) | 234 |
| Skewness | 1.3731415 |
| Sum | 1685411 |
| Variance | 148226.95 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 864 | 25 | 1.7% |
| 1040 | 16 | 1.1% |
| 912 | 14 | 1.0% |
| 848 | 12 | 0.8% |
| 894 | 12 | 0.8% |
| 672 | 11 | 0.8% |
| 816 | 9 | 0.6% |
| 630 | 9 | 0.6% |
| 936 | 7 | 0.5% |
| 832 | 7 | 0.5% |
| Other values (738) | 1329 |
| Value | Count | Frequency (%) |
| 334 | 1 | 0.1% |
| 372 | 1 | 0.1% |
| 438 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 483 | 7 | |
| 495 | 1 | 0.1% |
| 520 | 5 | |
| 525 | 1 | 0.1% |
| 526 | 1 | 0.1% |
| 536 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 4692 | 1 | |
| 3228 | 1 | |
| 3138 | 1 | |
| 2898 | 1 | |
| 2633 | 1 | |
| 2524 | 1 | |
| 2444 | 1 | |
| 2411 | 1 | |
| 2402 | 1 | |
| 2392 | 1 |
2ndFlrSF
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 414 |
|---|---|
| Distinct (%) | 28.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 346.74225 |
| Minimum | 0 |
|---|---|
| Maximum | 2065 |
| Zeros | 824 |
| Zeros (%) | 56.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 728 |
| 95-th percentile | 1141.5 |
| Maximum | 2065 |
| Range | 2065 |
| Interquartile range (IQR) | 728 |
Descriptive statistics
| Standard deviation | 436.45328 |
|---|---|
| Coefficient of variation (CV) | 1.2587254 |
| Kurtosis | -0.54527978 |
| Mean | 346.74225 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.81576634 |
| Sum | 503123 |
| Variance | 190491.46 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 824 | |
| 728 | 10 | 0.7% |
| 504 | 9 | 0.6% |
| 672 | 8 | 0.6% |
| 546 | 8 | 0.6% |
| 600 | 7 | 0.5% |
| 720 | 7 | 0.5% |
| 896 | 6 | 0.4% |
| 689 | 5 | 0.3% |
| 756 | 5 | 0.3% |
| Other values (404) | 562 |
| Value | Count | Frequency (%) |
| 0 | 824 | |
| 110 | 1 | 0.1% |
| 167 | 1 | 0.1% |
| 192 | 1 | 0.1% |
| 208 | 1 | 0.1% |
| 213 | 1 | 0.1% |
| 220 | 1 | 0.1% |
| 224 | 1 | 0.1% |
| 240 | 2 | 0.1% |
| 252 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 2065 | 1 | |
| 1872 | 1 | |
| 1818 | 1 | |
| 1796 | 1 | |
| 1611 | 1 | |
| 1589 | 1 | |
| 1540 | 1 | |
| 1538 | 1 | |
| 1523 | 1 | |
| 1519 | 1 |
LowQualFinSF
Real number (ℝ)
ZEROS
| Distinct | 24 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.8807719 |
| Minimum | 0 |
|---|---|
| Maximum | 572 |
| Zeros | 1425 |
| Zeros (%) | 98.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 572 |
| Range | 572 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 48.77156 |
|---|---|
| Coefficient of variation (CV) | 8.2933943 |
| Kurtosis | 82.693569 |
| Mean | 5.8807719 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.9825673 |
| Sum | 8533 |
| Variance | 2378.6651 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 0 | 1425 | |
| 80 | 3 | 0.2% |
| 360 | 2 | 0.1% |
| 513 | 1 | 0.1% |
| 528 | 1 | 0.1% |
| 572 | 1 | 0.1% |
| 144 | 1 | 0.1% |
| 234 | 1 | 0.1% |
| 392 | 1 | 0.1% |
| 371 | 1 | 0.1% |
| Other values (14) | 14 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 1425 | |
| 53 | 1 | 0.1% |
| 80 | 3 | 0.2% |
| 120 | 1 | 0.1% |
| 144 | 1 | 0.1% |
| 156 | 1 | 0.1% |
| 205 | 1 | 0.1% |
| 232 | 1 | 0.1% |
| 234 | 1 | 0.1% |
| 360 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 572 | 1 | |
| 528 | 1 | |
| 515 | 1 | |
| 514 | 1 | |
| 513 | 1 | |
| 481 | 1 | |
| 479 | 1 | |
| 473 | 1 | |
| 420 | 1 | |
| 397 | 1 |
GrLivArea
Real number (ℝ)
HIGH CORRELATION
| Distinct | 858 |
|---|---|
| Distinct (%) | 59.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1514.1744 |
| Minimum | 334 |
|---|---|
| Maximum | 5642 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 848 |
| Q1 | 1128 |
| median | 1464 |
| Q3 | 1776 |
| 95-th percentile | 2464 |
| Maximum | 5642 |
| Range | 5308 |
| Interquartile range (IQR) | 648 |
Descriptive statistics
| Standard deviation | 525.79952 |
|---|---|
| Coefficient of variation (CV) | 0.34725163 |
| Kurtosis | 4.9274358 |
| Mean | 1514.1744 |
| Median Absolute Deviation (MAD) | 326 |
| Skewness | 1.3735124 |
| Sum | 2197067 |
| Variance | 276465.14 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 864 | 22 | 1.5% |
| 1040 | 14 | 1.0% |
| 894 | 11 | 0.8% |
| 848 | 10 | 0.7% |
| 1456 | 10 | 0.7% |
| 912 | 9 | 0.6% |
| 816 | 8 | 0.6% |
| 1200 | 8 | 0.6% |
| 1092 | 8 | 0.6% |
| 987 | 7 | 0.5% |
| Other values (848) | 1344 |
| Value | Count | Frequency (%) |
| 334 | 1 | 0.1% |
| 438 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 520 | 1 | 0.1% |
| 605 | 1 | 0.1% |
| 616 | 1 | 0.1% |
| 630 | 6 | |
| 672 | 2 | 0.1% |
| 691 | 1 | 0.1% |
| 693 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5642 | 1 | |
| 4676 | 1 | |
| 4476 | 1 | |
| 4316 | 1 | |
| 3627 | 1 | |
| 3608 | 1 | |
| 3493 | 1 | |
| 3447 | 1 | |
| 3395 | 1 | |
| 3279 | 1 |
BsmtFullBath
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 15 |
| 3 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1451 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 853 | |
| 1 | 582 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 853 | |
| 1 | 582 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 853 | |
| 1 | 582 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 853 | |
| 1 | 582 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 853 | |
| 1 | 582 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 853 | |
| 1 | 582 | |
| 2 | 15 | 1.0% |
| 3 | 1 | 0.1% |
BsmtHalfBath
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| 0 | |
|---|---|
| 1 | 80 |
| 2 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1451 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1369 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1369 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1369 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1369 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1369 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1369 | |
| 1 | 80 | 5.5% |
| 2 | 2 | 0.1% |
FullBath
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 32 |
| 0 | 9 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1451 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 761 | |
| 1 | 649 | |
| 3 | 32 | 2.2% |
| 0 | 9 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 761 | |
| 1 | 649 | |
| 3 | 32 | 2.2% |
| 0 | 9 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 761 | |
| 1 | 649 | |
| 3 | 32 | 2.2% |
| 0 | 9 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 761 | |
| 1 | 649 | |
| 3 | 32 | 2.2% |
| 0 | 9 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 761 | |
| 1 | 649 | |
| 3 | 32 | 2.2% |
| 0 | 9 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 761 | |
| 1 | 649 | |
| 3 | 32 | 2.2% |
| 0 | 9 | 0.6% |
HalfBath
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 12 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1451 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 910 | |
| 1 | 529 | |
| 2 | 12 | 0.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 910 | |
| 1 | 529 | |
| 2 | 12 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 910 | |
| 1 | 529 | |
| 2 | 12 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 910 | |
| 1 | 529 | |
| 2 | 12 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 910 | |
| 1 | 529 | |
| 2 | 12 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 910 | |
| 1 | 529 | |
| 2 | 12 | 0.8% |
BedroomAbvGr
Real number (ℝ)
HIGH CORRELATION
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8669883 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 6 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.81508567 |
|---|---|
| Coefficient of variation (CV) | 0.28430031 |
| Kurtosis | 2.2548207 |
| Mean | 2.8669883 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.21784688 |
| Sum | 4160 |
| Variance | 0.66436465 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 3 | 800 | |
| 2 | 356 | |
| 4 | 211 | 14.5% |
| 1 | 49 | 3.4% |
| 5 | 21 | 1.4% |
| 6 | 7 | 0.5% |
| 0 | 6 | 0.4% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 6 | 0.4% |
| 1 | 49 | 3.4% |
| 2 | 356 | |
| 3 | 800 | |
| 4 | 211 | 14.5% |
| 5 | 21 | 1.4% |
| 6 | 7 | 0.5% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | 0.1% |
| 6 | 7 | 0.5% |
| 5 | 21 | 1.4% |
| 4 | 211 | 14.5% |
| 3 | 800 | |
| 2 | 356 | |
| 1 | 49 | 3.4% |
| 0 | 6 | 0.4% |
KitchenAbvGr
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| 1 | |
|---|---|
| 2 | 64 |
| 3 | 2 |
| 0 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1451 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1384 | |
| 2 | 64 | 4.4% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1384 | |
| 2 | 64 | 4.4% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1384 | |
| 2 | 64 | 4.4% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1384 | |
| 2 | 64 | 4.4% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1384 | |
| 2 | 64 | 4.4% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1384 | |
| 2 | 64 | 4.4% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
KitchenQual
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 39 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2902 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | TA |
| 3rd row | Gd |
| 4th row | Gd |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 734 | |
| Gd | 579 | |
| Ex | 99 | 6.8% |
| Fa | 39 | 2.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 734 | |
| gd | 579 | |
| ex | 99 | 6.8% |
| fa | 39 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 734 | |
| A | 734 | |
| G | 579 | |
| d | 579 | |
| E | 99 | 3.4% |
| x | 99 | 3.4% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2902 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 734 | |
| A | 734 | |
| G | 579 | |
| d | 579 | |
| E | 99 | 3.4% |
| x | 99 | 3.4% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2902 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 734 | |
| A | 734 | |
| G | 579 | |
| d | 579 | |
| E | 99 | 3.4% |
| x | 99 | 3.4% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2902 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 734 | |
| A | 734 | |
| G | 579 | |
| d | 579 | |
| E | 99 | 3.4% |
| x | 99 | 3.4% |
| F | 39 | 1.3% |
| a | 39 | 1.3% |
Functional
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| Typ | |
|---|---|
| Other | 99 |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.1364576 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4551 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Typ |
|---|---|
| 2nd row | Typ |
| 3rd row | Typ |
| 4th row | Typ |
| 5th row | Typ |
Common Values
| Value | Count | Frequency (%) |
| Typ | 1352 | |
| Other | 99 | 6.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| typ | 1352 | |
| other | 99 | 6.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1352 | |
| y | 1352 | |
| p | 1352 | |
| O | 99 | 2.2% |
| t | 99 | 2.2% |
| h | 99 | 2.2% |
| e | 99 | 2.2% |
| r | 99 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4551 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1352 | |
| y | 1352 | |
| p | 1352 | |
| O | 99 | 2.2% |
| t | 99 | 2.2% |
| h | 99 | 2.2% |
| e | 99 | 2.2% |
| r | 99 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4551 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1352 | |
| y | 1352 | |
| p | 1352 | |
| O | 99 | 2.2% |
| t | 99 | 2.2% |
| h | 99 | 2.2% |
| e | 99 | 2.2% |
| r | 99 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4551 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1352 | |
| y | 1352 | |
| p | 1352 | |
| O | 99 | 2.2% |
| t | 99 | 2.2% |
| h | 99 | 2.2% |
| e | 99 | 2.2% |
| r | 99 | 2.2% |
Fireplaces
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 | 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1451 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 685 | |
| 1 | 648 | |
| 2 | 113 | 7.8% |
| 3 | 5 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 685 | |
| 1 | 648 | |
| 2 | 113 | 7.8% |
| 3 | 5 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 685 | |
| 1 | 648 | |
| 2 | 113 | 7.8% |
| 3 | 5 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 685 | |
| 1 | 648 | |
| 2 | 113 | 7.8% |
| 3 | 5 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 685 | |
| 1 | 648 | |
| 2 | 113 | 7.8% |
| 3 | 5 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 685 | |
| 1 | 648 | |
| 2 | 113 | 7.8% |
| 3 | 5 | 0.3% |
FireplaceQu
Categorical
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| NoFireplace | |
|---|---|
| Gd | |
| TA | |
| Fa | 33 |
| Ex | 24 |
Length
| Max length | 11 |
|---|---|
| Median length | 2 |
| Mean length | 6.2487939 |
| Min length | 2 |
Characters and Unicode
| Total characters | 9067 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NoFireplace |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | Gd |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| NoFireplace | 685 | |
| Gd | 378 | |
| TA | 311 | |
| Fa | 33 | 2.3% |
| Ex | 24 | 1.7% |
| Po | 20 | 1.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| nofireplace | 685 | |
| gd | 378 | |
| ta | 311 | |
| fa | 33 | 2.3% |
| ex | 24 | 1.7% |
| po | 20 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1370 | |
| a | 718 | |
| F | 718 | |
| o | 705 | |
| N | 685 | |
| r | 685 | |
| i | 685 | |
| p | 685 | |
| l | 685 | |
| c | 685 | |
| Other values (7) | 1446 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9067 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1370 | |
| a | 718 | |
| F | 718 | |
| o | 705 | |
| N | 685 | |
| r | 685 | |
| i | 685 | |
| p | 685 | |
| l | 685 | |
| c | 685 | |
| Other values (7) | 1446 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9067 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1370 | |
| a | 718 | |
| F | 718 | |
| o | 705 | |
| N | 685 | |
| r | 685 | |
| i | 685 | |
| p | 685 | |
| l | 685 | |
| c | 685 | |
| Other values (7) | 1446 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9067 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1370 | |
| a | 718 | |
| F | 718 | |
| o | 705 | |
| N | 685 | |
| r | 685 | |
| i | 685 | |
| p | 685 | |
| l | 685 | |
| c | 685 | |
| Other values (7) | 1446 |
GarageType
Categorical
HIGH CORRELATION
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| Attchd | |
|---|---|
| Detchd | |
| BuiltIn | 86 |
| NoGarage | 81 |
| Other | 34 |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 6.1474845 |
| Min length | 5 |
Characters and Unicode
| Total characters | 8920 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Attchd |
|---|---|
| 2nd row | Attchd |
| 3rd row | Attchd |
| 4th row | Detchd |
| 5th row | Attchd |
Common Values
| Value | Count | Frequency (%) |
| Attchd | 863 | |
| Detchd | 387 | |
| BuiltIn | 86 | 5.9% |
| NoGarage | 81 | 5.6% |
| Other | 34 | 2.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| attchd | 863 | |
| detchd | 387 | |
| builtin | 86 | 5.9% |
| nogarage | 81 | 5.6% |
| other | 34 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 2233 | |
| h | 1284 | |
| c | 1250 | |
| d | 1250 | |
| A | 863 | 9.7% |
| e | 502 | 5.6% |
| D | 387 | 4.3% |
| a | 162 | 1.8% |
| r | 115 | 1.3% |
| i | 86 | 1.0% |
| Other values (10) | 788 | 8.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8920 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 2233 | |
| h | 1284 | |
| c | 1250 | |
| d | 1250 | |
| A | 863 | 9.7% |
| e | 502 | 5.6% |
| D | 387 | 4.3% |
| a | 162 | 1.8% |
| r | 115 | 1.3% |
| i | 86 | 1.0% |
| Other values (10) | 788 | 8.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8920 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 2233 | |
| h | 1284 | |
| c | 1250 | |
| d | 1250 | |
| A | 863 | 9.7% |
| e | 502 | 5.6% |
| D | 387 | 4.3% |
| a | 162 | 1.8% |
| r | 115 | 1.3% |
| i | 86 | 1.0% |
| Other values (10) | 788 | 8.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8920 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 2233 | |
| h | 1284 | |
| c | 1250 | |
| d | 1250 | |
| A | 863 | 9.7% |
| e | 502 | 5.6% |
| D | 387 | 4.3% |
| a | 162 | 1.8% |
| r | 115 | 1.3% |
| i | 86 | 1.0% |
| Other values (10) | 788 | 8.8% |
GarageFinish
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| Unf | |
|---|---|
| RFn | |
| Fin | |
| NoGarage |
Length
| Max length | 8 |
|---|---|
| Median length | 3 |
| Mean length | 3.2791178 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4758 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RFn |
|---|---|
| 2nd row | RFn |
| 3rd row | RFn |
| 4th row | Unf |
| 5th row | RFn |
Common Values
| Value | Count | Frequency (%) |
| Unf | 605 | |
| RFn | 418 | |
| Fin | 347 | |
| NoGarage | 81 | 5.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| unf | 605 | |
| rfn | 418 | |
| fin | 347 | |
| nogarage | 81 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1370 | |
| F | 765 | |
| U | 605 | |
| f | 605 | |
| R | 418 | 8.8% |
| i | 347 | 7.3% |
| a | 162 | 3.4% |
| o | 81 | 1.7% |
| N | 81 | 1.7% |
| G | 81 | 1.7% |
| Other values (3) | 243 | 5.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4758 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 1370 | |
| F | 765 | |
| U | 605 | |
| f | 605 | |
| R | 418 | 8.8% |
| i | 347 | 7.3% |
| a | 162 | 3.4% |
| o | 81 | 1.7% |
| N | 81 | 1.7% |
| G | 81 | 1.7% |
| Other values (3) | 243 | 5.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4758 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 1370 | |
| F | 765 | |
| U | 605 | |
| f | 605 | |
| R | 418 | 8.8% |
| i | 347 | 7.3% |
| a | 162 | 3.4% |
| o | 81 | 1.7% |
| N | 81 | 1.7% |
| G | 81 | 1.7% |
| Other values (3) | 243 | 5.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4758 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 1370 | |
| F | 765 | |
| U | 605 | |
| f | 605 | |
| R | 418 | 8.8% |
| i | 347 | 7.3% |
| a | 162 | 3.4% |
| o | 81 | 1.7% |
| N | 81 | 1.7% |
| G | 81 | 1.7% |
| Other values (3) | 243 | 5.1% |
GarageArea
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 438 |
|---|---|
| Distinct (%) | 30.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 472.52516 |
| Minimum | 0 |
|---|---|
| Maximum | 1418 |
| Zeros | 81 |
| Zeros (%) | 5.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 327.5 |
| median | 478 |
| Q3 | 576 |
| 95-th percentile | 849 |
| Maximum | 1418 |
| Range | 1418 |
| Interquartile range (IQR) | 248.5 |
Descriptive statistics
| Standard deviation | 214.17175 |
|---|---|
| Coefficient of variation (CV) | 0.45324942 |
| Kurtosis | 0.90926461 |
| Mean | 472.52516 |
| Median Absolute Deviation (MAD) | 118 |
| Skewness | 0.18258498 |
| Sum | 685634 |
| Variance | 45869.539 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 81 | 5.6% |
| 440 | 48 | 3.3% |
| 576 | 47 | 3.2% |
| 240 | 38 | 2.6% |
| 484 | 33 | 2.3% |
| 528 | 33 | 2.3% |
| 288 | 27 | 1.9% |
| 400 | 24 | 1.7% |
| 264 | 24 | 1.7% |
| 480 | 23 | 1.6% |
| Other values (428) | 1073 |
| Value | Count | Frequency (%) |
| 0 | 81 | |
| 160 | 2 | 0.1% |
| 164 | 1 | 0.1% |
| 180 | 9 | 0.6% |
| 186 | 1 | 0.1% |
| 189 | 1 | 0.1% |
| 192 | 1 | 0.1% |
| 198 | 1 | 0.1% |
| 200 | 4 | 0.3% |
| 205 | 3 | 0.2% |
| Value | Count | Frequency (%) |
| 1418 | 1 | |
| 1390 | 1 | |
| 1356 | 1 | |
| 1248 | 1 | |
| 1220 | 1 | |
| 1166 | 1 | |
| 1134 | 1 | |
| 1069 | 1 | |
| 1053 | 1 | |
| 1052 | 2 |
GarageQual
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| TA | |
|---|---|
| NoGarage | 81 |
| Other | 68 |
Length
| Max length | 8 |
|---|---|
| Median length | 2 |
| Mean length | 2.4755341 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3592 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1302 | |
| NoGarage | 81 | 5.6% |
| Other | 68 | 4.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1302 | |
| nogarage | 81 | 5.6% |
| other | 68 | 4.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1302 | |
| A | 1302 | |
| a | 162 | 4.5% |
| r | 149 | 4.1% |
| e | 149 | 4.1% |
| N | 81 | 2.3% |
| o | 81 | 2.3% |
| G | 81 | 2.3% |
| g | 81 | 2.3% |
| O | 68 | 1.9% |
| Other values (2) | 136 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3592 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1302 | |
| A | 1302 | |
| a | 162 | 4.5% |
| r | 149 | 4.1% |
| e | 149 | 4.1% |
| N | 81 | 2.3% |
| o | 81 | 2.3% |
| G | 81 | 2.3% |
| g | 81 | 2.3% |
| O | 68 | 1.9% |
| Other values (2) | 136 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3592 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1302 | |
| A | 1302 | |
| a | 162 | 4.5% |
| r | 149 | 4.1% |
| e | 149 | 4.1% |
| N | 81 | 2.3% |
| o | 81 | 2.3% |
| G | 81 | 2.3% |
| g | 81 | 2.3% |
| O | 68 | 1.9% |
| Other values (2) | 136 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3592 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1302 | |
| A | 1302 | |
| a | 162 | 4.5% |
| r | 149 | 4.1% |
| e | 149 | 4.1% |
| N | 81 | 2.3% |
| o | 81 | 2.3% |
| G | 81 | 2.3% |
| g | 81 | 2.3% |
| O | 68 | 1.9% |
| Other values (2) | 136 | 3.8% |
GarageCond
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| TA | |
|---|---|
| NoGarage | 81 |
| Other | 53 |
Length
| Max length | 8 |
|---|---|
| Median length | 2 |
| Mean length | 2.444521 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3547 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1317 | |
| NoGarage | 81 | 5.6% |
| Other | 53 | 3.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1317 | |
| nogarage | 81 | 5.6% |
| other | 53 | 3.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1317 | |
| A | 1317 | |
| a | 162 | 4.6% |
| r | 134 | 3.8% |
| e | 134 | 3.8% |
| N | 81 | 2.3% |
| o | 81 | 2.3% |
| G | 81 | 2.3% |
| g | 81 | 2.3% |
| O | 53 | 1.5% |
| Other values (2) | 106 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3547 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| T | 1317 | |
| A | 1317 | |
| a | 162 | 4.6% |
| r | 134 | 3.8% |
| e | 134 | 3.8% |
| N | 81 | 2.3% |
| o | 81 | 2.3% |
| G | 81 | 2.3% |
| g | 81 | 2.3% |
| O | 53 | 1.5% |
| Other values (2) | 106 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3547 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| T | 1317 | |
| A | 1317 | |
| a | 162 | 4.6% |
| r | 134 | 3.8% |
| e | 134 | 3.8% |
| N | 81 | 2.3% |
| o | 81 | 2.3% |
| G | 81 | 2.3% |
| g | 81 | 2.3% |
| O | 53 | 1.5% |
| Other values (2) | 106 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3547 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| T | 1317 | |
| A | 1317 | |
| a | 162 | 4.6% |
| r | 134 | 3.8% |
| e | 134 | 3.8% |
| N | 81 | 2.3% |
| o | 81 | 2.3% |
| G | 81 | 2.3% |
| g | 81 | 2.3% |
| O | 53 | 1.5% |
| Other values (2) | 106 | 3.0% |
PavedDrive
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| Y | |
|---|---|
| N | 90 |
| P | 30 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1451 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Y |
|---|---|
| 2nd row | Y |
| 3rd row | Y |
| 4th row | Y |
| 5th row | Y |
Common Values
| Value | Count | Frequency (%) |
| Y | 1331 | |
| N | 90 | 6.2% |
| P | 30 | 2.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| y | 1331 | |
| n | 90 | 6.2% |
| p | 30 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| Y | 1331 | |
| N | 90 | 6.2% |
| P | 30 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| Y | 1331 | |
| N | 90 | 6.2% |
| P | 30 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| Y | 1331 | |
| N | 90 | 6.2% |
| P | 30 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| Y | 1331 | |
| N | 90 | 6.2% |
| P | 30 | 2.1% |
WoodDeckSF
Real number (ℝ)
ZEROS
| Distinct | 274 |
|---|---|
| Distinct (%) | 18.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.412819 |
| Minimum | 0 |
|---|---|
| Maximum | 857 |
| Zeros | 755 |
| Zeros (%) | 52.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 168 |
| 95-th percentile | 335 |
| Maximum | 857 |
| Range | 857 |
| Interquartile range (IQR) | 168 |
Descriptive statistics
| Standard deviation | 125.43685 |
|---|---|
| Coefficient of variation (CV) | 1.3285998 |
| Kurtosis | 2.9972593 |
| Mean | 94.412819 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.5418716 |
| Sum | 136993 |
| Variance | 15734.404 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 755 | |
| 192 | 38 | 2.6% |
| 100 | 35 | 2.4% |
| 144 | 33 | 2.3% |
| 120 | 31 | 2.1% |
| 168 | 28 | 1.9% |
| 140 | 15 | 1.0% |
| 224 | 14 | 1.0% |
| 208 | 10 | 0.7% |
| 240 | 10 | 0.7% |
| Other values (264) | 482 |
| Value | Count | Frequency (%) |
| 0 | 755 | |
| 12 | 2 | 0.1% |
| 24 | 2 | 0.1% |
| 26 | 2 | 0.1% |
| 28 | 2 | 0.1% |
| 30 | 1 | 0.1% |
| 32 | 1 | 0.1% |
| 33 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| 36 | 4 | 0.3% |
| Value | Count | Frequency (%) |
| 857 | 1 | |
| 736 | 1 | |
| 728 | 1 | |
| 670 | 1 | |
| 668 | 1 | |
| 635 | 1 | |
| 586 | 1 | |
| 576 | 1 | |
| 574 | 1 | |
| 550 | 1 |
OpenPorchSF
Real number (ℝ)
ZEROS
| Distinct | 201 |
|---|---|
| Distinct (%) | 13.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.422467 |
| Minimum | 0 |
|---|---|
| Maximum | 547 |
| Zeros | 653 |
| Zeros (%) | 45.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 24 |
| Q3 | 68 |
| 95-th percentile | 173 |
| Maximum | 547 |
| Range | 547 |
| Interquartile range (IQR) | 68 |
Descriptive statistics
| Standard deviation | 66.06015 |
|---|---|
| Coefficient of variation (CV) | 1.4230211 |
| Kurtosis | 8.6649934 |
| Mean | 46.422467 |
| Median Absolute Deviation (MAD) | 24 |
| Skewness | 2.3849083 |
| Sum | 67359 |
| Variance | 4363.9435 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 653 | |
| 36 | 29 | 2.0% |
| 20 | 21 | 1.4% |
| 48 | 21 | 1.4% |
| 45 | 19 | 1.3% |
| 40 | 19 | 1.3% |
| 30 | 16 | 1.1% |
| 24 | 16 | 1.1% |
| 60 | 15 | 1.0% |
| 39 | 14 | 1.0% |
| Other values (191) | 628 |
| Value | Count | Frequency (%) |
| 0 | 653 | |
| 4 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 10 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 12 | 3 | 0.2% |
| 15 | 1 | 0.1% |
| 16 | 8 | 0.6% |
| 17 | 2 | 0.1% |
| 18 | 5 | 0.3% |
| Value | Count | Frequency (%) |
| 547 | 1 | |
| 523 | 1 | |
| 502 | 1 | |
| 418 | 1 | |
| 406 | 1 | |
| 364 | 1 | |
| 341 | 1 | |
| 319 | 1 | |
| 312 | 2 | |
| 304 | 1 |
EnclosedPorch
Real number (ℝ)
ZEROS
| Distinct | 119 |
|---|---|
| Distinct (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.952447 |
| Minimum | 0 |
|---|---|
| Maximum | 552 |
| Zeros | 1244 |
| Zeros (%) | 85.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 180 |
| Maximum | 552 |
| Range | 552 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 61.108223 |
|---|---|
| Coefficient of variation (CV) | 2.7836635 |
| Kurtosis | 10.474485 |
| Mean | 21.952447 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.0940011 |
| Sum | 31853 |
| Variance | 3734.215 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1244 | |
| 112 | 15 | 1.0% |
| 96 | 6 | 0.4% |
| 120 | 5 | 0.3% |
| 216 | 5 | 0.3% |
| 192 | 5 | 0.3% |
| 144 | 5 | 0.3% |
| 252 | 4 | 0.3% |
| 116 | 4 | 0.3% |
| 156 | 4 | 0.3% |
| Other values (109) | 154 | 10.6% |
| Value | Count | Frequency (%) |
| 0 | 1244 | |
| 19 | 1 | 0.1% |
| 20 | 1 | 0.1% |
| 24 | 1 | 0.1% |
| 30 | 1 | 0.1% |
| 32 | 2 | 0.1% |
| 34 | 2 | 0.1% |
| 36 | 2 | 0.1% |
| 37 | 1 | 0.1% |
| 39 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 552 | 1 | |
| 386 | 1 | |
| 330 | 1 | |
| 318 | 1 | |
| 301 | 1 | |
| 294 | 1 | |
| 293 | 1 | |
| 291 | 1 | |
| 286 | 1 | |
| 280 | 1 |
3SsnPorch
Real number (ℝ)
ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4307374 |
| Minimum | 0 |
|---|---|
| Maximum | 508 |
| Zeros | 1427 |
| Zeros (%) | 98.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 508 |
| Range | 508 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 29.40694 |
|---|---|
| Coefficient of variation (CV) | 8.5716091 |
| Kurtosis | 122.87569 |
| Mean | 3.4307374 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.271742 |
| Sum | 4978 |
| Variance | 864.76813 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 1427 | |
| 168 | 3 | 0.2% |
| 180 | 2 | 0.1% |
| 144 | 2 | 0.1% |
| 216 | 2 | 0.1% |
| 130 | 1 | 0.1% |
| 320 | 1 | 0.1% |
| 407 | 1 | 0.1% |
| 508 | 1 | 0.1% |
| 238 | 1 | 0.1% |
| Other values (10) | 10 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 1427 | |
| 23 | 1 | 0.1% |
| 96 | 1 | 0.1% |
| 130 | 1 | 0.1% |
| 140 | 1 | 0.1% |
| 144 | 2 | 0.1% |
| 153 | 1 | 0.1% |
| 162 | 1 | 0.1% |
| 168 | 3 | 0.2% |
| 180 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 508 | 1 | |
| 407 | 1 | |
| 320 | 1 | |
| 304 | 1 | |
| 290 | 1 | |
| 245 | 1 | |
| 238 | 1 | |
| 216 | 2 | |
| 196 | 1 | |
| 182 | 1 |
ScreenPorch
Real number (ℝ)
ZEROS
| Distinct | 76 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.154376 |
| Minimum | 0 |
|---|---|
| Maximum | 480 |
| Zeros | 1335 |
| Zeros (%) | 92.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 160 |
| Maximum | 480 |
| Range | 480 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 55.917522 |
|---|---|
| Coefficient of variation (CV) | 3.6898597 |
| Kurtosis | 18.29903 |
| Mean | 15.154376 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.1074107 |
| Sum | 21989 |
| Variance | 3126.7693 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1335 | |
| 192 | 6 | 0.4% |
| 120 | 5 | 0.3% |
| 224 | 5 | 0.3% |
| 189 | 4 | 0.3% |
| 180 | 4 | 0.3% |
| 168 | 3 | 0.2% |
| 90 | 3 | 0.2% |
| 144 | 3 | 0.2% |
| 126 | 3 | 0.2% |
| Other values (66) | 80 | 5.5% |
| Value | Count | Frequency (%) |
| 0 | 1335 | |
| 40 | 1 | 0.1% |
| 53 | 1 | 0.1% |
| 60 | 1 | 0.1% |
| 63 | 1 | 0.1% |
| 80 | 1 | 0.1% |
| 90 | 3 | 0.2% |
| 95 | 1 | 0.1% |
| 99 | 1 | 0.1% |
| 100 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 480 | 1 | |
| 440 | 1 | |
| 410 | 1 | |
| 396 | 1 | |
| 385 | 1 | |
| 374 | 1 | |
| 322 | 1 | |
| 312 | 1 | |
| 291 | 1 | |
| 288 | 2 |
PoolArea
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7760165 |
| Minimum | 0 |
|---|---|
| Maximum | 738 |
| Zeros | 1444 |
| Zeros (%) | 99.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 738 |
| Range | 738 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 40.301212 |
|---|---|
| Coefficient of variation (CV) | 14.517641 |
| Kurtosis | 221.86639 |
| Mean | 2.7760165 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.782069 |
| Sum | 4028 |
| Variance | 1624.1877 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 0 | 1444 | |
| 512 | 1 | 0.1% |
| 648 | 1 | 0.1% |
| 576 | 1 | 0.1% |
| 555 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 519 | 1 | 0.1% |
| 738 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1444 | |
| 480 | 1 | 0.1% |
| 512 | 1 | 0.1% |
| 519 | 1 | 0.1% |
| 555 | 1 | 0.1% |
| 576 | 1 | 0.1% |
| 648 | 1 | 0.1% |
| 738 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 738 | 1 | 0.1% |
| 648 | 1 | 0.1% |
| 576 | 1 | 0.1% |
| 555 | 1 | 0.1% |
| 519 | 1 | 0.1% |
| 512 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 0 | 1444 |
PoolQC
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| NoPool | |
|---|---|
| Other | 7 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.9951757 |
| Min length | 5 |
Characters and Unicode
| Total characters | 8699 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NoPool |
|---|---|
| 2nd row | NoPool |
| 3rd row | NoPool |
| 4th row | NoPool |
| 5th row | NoPool |
Common Values
| Value | Count | Frequency (%) |
| NoPool | 1444 | |
| Other | 7 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| nopool | 1444 | |
| other | 7 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 4332 | |
| N | 1444 | 16.6% |
| P | 1444 | 16.6% |
| l | 1444 | 16.6% |
| O | 7 | 0.1% |
| t | 7 | 0.1% |
| h | 7 | 0.1% |
| e | 7 | 0.1% |
| r | 7 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8699 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 4332 | |
| N | 1444 | 16.6% |
| P | 1444 | 16.6% |
| l | 1444 | 16.6% |
| O | 7 | 0.1% |
| t | 7 | 0.1% |
| h | 7 | 0.1% |
| e | 7 | 0.1% |
| r | 7 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8699 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 4332 | |
| N | 1444 | 16.6% |
| P | 1444 | 16.6% |
| l | 1444 | 16.6% |
| O | 7 | 0.1% |
| t | 7 | 0.1% |
| h | 7 | 0.1% |
| e | 7 | 0.1% |
| r | 7 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8699 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 4332 | |
| N | 1444 | 16.6% |
| P | 1444 | 16.6% |
| l | 1444 | 16.6% |
| O | 7 | 0.1% |
| t | 7 | 0.1% |
| h | 7 | 0.1% |
| e | 7 | 0.1% |
| r | 7 | 0.1% |
Fence
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| NoFence | |
|---|---|
| MnPrv | |
| Other |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.6126809 |
| Min length | 5 |
Characters and Unicode
| Total characters | 9595 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NoFence |
|---|---|
| 2nd row | NoFence |
| 3rd row | NoFence |
| 4th row | NoFence |
| 5th row | NoFence |
Common Values
| Value | Count | Frequency (%) |
| NoFence | 1170 | |
| MnPrv | 157 | 10.8% |
| Other | 124 | 8.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| nofence | 1170 | |
| mnprv | 157 | 10.8% |
| other | 124 | 8.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2464 | |
| n | 1327 | |
| N | 1170 | |
| F | 1170 | |
| o | 1170 | |
| c | 1170 | |
| r | 281 | 2.9% |
| M | 157 | 1.6% |
| P | 157 | 1.6% |
| v | 157 | 1.6% |
| Other values (3) | 372 | 3.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9595 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 2464 | |
| n | 1327 | |
| N | 1170 | |
| F | 1170 | |
| o | 1170 | |
| c | 1170 | |
| r | 281 | 2.9% |
| M | 157 | 1.6% |
| P | 157 | 1.6% |
| v | 157 | 1.6% |
| Other values (3) | 372 | 3.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9595 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 2464 | |
| n | 1327 | |
| N | 1170 | |
| F | 1170 | |
| o | 1170 | |
| c | 1170 | |
| r | 281 | 2.9% |
| M | 157 | 1.6% |
| P | 157 | 1.6% |
| v | 157 | 1.6% |
| Other values (3) | 372 | 3.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9595 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 2464 | |
| n | 1327 | |
| N | 1170 | |
| F | 1170 | |
| o | 1170 | |
| c | 1170 | |
| r | 281 | 2.9% |
| M | 157 | 1.6% |
| P | 157 | 1.6% |
| v | 157 | 1.6% |
| Other values (3) | 372 | 3.9% |
MiscFeature
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| NoMisc | |
|---|---|
| Other | 54 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.9627843 |
| Min length | 5 |
Characters and Unicode
| Total characters | 8652 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NoMisc |
|---|---|
| 2nd row | NoMisc |
| 3rd row | NoMisc |
| 4th row | NoMisc |
| 5th row | NoMisc |
Common Values
| Value | Count | Frequency (%) |
| NoMisc | 1397 | |
| Other | 54 | 3.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| nomisc | 1397 | |
| other | 54 | 3.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 1397 | |
| o | 1397 | |
| M | 1397 | |
| i | 1397 | |
| s | 1397 | |
| c | 1397 | |
| O | 54 | 0.6% |
| t | 54 | 0.6% |
| h | 54 | 0.6% |
| e | 54 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8652 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| N | 1397 | |
| o | 1397 | |
| M | 1397 | |
| i | 1397 | |
| s | 1397 | |
| c | 1397 | |
| O | 54 | 0.6% |
| t | 54 | 0.6% |
| h | 54 | 0.6% |
| e | 54 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8652 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| N | 1397 | |
| o | 1397 | |
| M | 1397 | |
| i | 1397 | |
| s | 1397 | |
| c | 1397 | |
| O | 54 | 0.6% |
| t | 54 | 0.6% |
| h | 54 | 0.6% |
| e | 54 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8652 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| N | 1397 | |
| o | 1397 | |
| M | 1397 | |
| i | 1397 | |
| s | 1397 | |
| c | 1397 | |
| O | 54 | 0.6% |
| t | 54 | 0.6% |
| h | 54 | 0.6% |
| e | 54 | 0.6% |
MiscVal
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 21 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.758787 |
| Minimum | 0 |
|---|---|
| Maximum | 15500 |
| Zeros | 1399 |
| Zeros (%) | 96.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 15500 |
| Range | 15500 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 497.64847 |
|---|---|
| Coefficient of variation (CV) | 11.372538 |
| Kurtosis | 696.69209 |
| Mean | 43.758787 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 24.401513 |
| Sum | 63494 |
| Variance | 247654 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0 | 1399 | |
| 400 | 11 | 0.8% |
| 500 | 8 | 0.6% |
| 700 | 5 | 0.3% |
| 450 | 4 | 0.3% |
| 600 | 4 | 0.3% |
| 2000 | 4 | 0.3% |
| 1200 | 2 | 0.1% |
| 480 | 2 | 0.1% |
| 350 | 1 | 0.1% |
| Other values (11) | 11 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 1399 | |
| 54 | 1 | 0.1% |
| 350 | 1 | 0.1% |
| 400 | 11 | 0.8% |
| 450 | 4 | 0.3% |
| 480 | 2 | 0.1% |
| 500 | 8 | 0.6% |
| 560 | 1 | 0.1% |
| 600 | 4 | 0.3% |
| 620 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 15500 | 1 | 0.1% |
| 8300 | 1 | 0.1% |
| 3500 | 1 | 0.1% |
| 2500 | 1 | 0.1% |
| 2000 | 4 | |
| 1400 | 1 | 0.1% |
| 1300 | 1 | 0.1% |
| 1200 | 2 | |
| 1150 | 1 | 0.1% |
| 800 | 1 | 0.1% |
MoSold
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.3190903 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.7003526 |
|---|---|
| Coefficient of variation (CV) | 0.4273325 |
| Kurtosis | -0.3981785 |
| Mean | 6.3190903 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.20925736 |
| Sum | 9169 |
| Variance | 7.2919043 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 6 | 253 | |
| 7 | 234 | |
| 5 | 201 | |
| 4 | 141 | |
| 8 | 121 | |
| 3 | 104 | |
| 10 | 89 | 6.1% |
| 11 | 78 | 5.4% |
| 9 | 62 | 4.3% |
| 12 | 58 | 4.0% |
| Other values (2) | 110 |
| Value | Count | Frequency (%) |
| 1 | 58 | 4.0% |
| 2 | 52 | 3.6% |
| 3 | 104 | |
| 4 | 141 | |
| 5 | 201 | |
| 6 | 253 | |
| 7 | 234 | |
| 8 | 121 | |
| 9 | 62 | 4.3% |
| 10 | 89 | 6.1% |
| Value | Count | Frequency (%) |
| 12 | 58 | 4.0% |
| 11 | 78 | 5.4% |
| 10 | 89 | 6.1% |
| 9 | 62 | 4.3% |
| 8 | 121 | |
| 7 | 234 | |
| 6 | 253 | |
| 5 | 201 | |
| 4 | 141 | |
| 3 | 104 |
SaleType
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| WD | |
|---|---|
| New | 119 |
| Other | 71 |
Length
| Max length | 5 |
|---|---|
| Median length | 2 |
| Mean length | 2.2288077 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3234 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | WD |
|---|---|
| 2nd row | WD |
| 3rd row | WD |
| 4th row | WD |
| 5th row | WD |
Common Values
| Value | Count | Frequency (%) |
| WD | 1261 | |
| New | 119 | 8.2% |
| Other | 71 | 4.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| wd | 1261 | |
| new | 119 | 8.2% |
| other | 71 | 4.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| W | 1261 | |
| D | 1261 | |
| e | 190 | 5.9% |
| N | 119 | 3.7% |
| w | 119 | 3.7% |
| O | 71 | 2.2% |
| t | 71 | 2.2% |
| h | 71 | 2.2% |
| r | 71 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3234 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| W | 1261 | |
| D | 1261 | |
| e | 190 | 5.9% |
| N | 119 | 3.7% |
| w | 119 | 3.7% |
| O | 71 | 2.2% |
| t | 71 | 2.2% |
| h | 71 | 2.2% |
| r | 71 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3234 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| W | 1261 | |
| D | 1261 | |
| e | 190 | 5.9% |
| N | 119 | 3.7% |
| w | 119 | 3.7% |
| O | 71 | 2.2% |
| t | 71 | 2.2% |
| h | 71 | 2.2% |
| r | 71 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3234 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| W | 1261 | |
| D | 1261 | |
| e | 190 | 5.9% |
| N | 119 | 3.7% |
| w | 119 | 3.7% |
| O | 71 | 2.2% |
| t | 71 | 2.2% |
| h | 71 | 2.2% |
| r | 71 | 2.2% |
SaleCondition
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| Normal | |
|---|---|
| Partial | |
| Abnorml | 101 |
| Other | 35 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.1295658 |
| Min length | 5 |
Characters and Unicode
| Total characters | 8894 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Normal |
|---|---|
| 2nd row | Normal |
| 3rd row | Normal |
| 4th row | Abnorml |
| 5th row | Normal |
Common Values
| Value | Count | Frequency (%) |
| Normal | 1193 | |
| Partial | 122 | 8.4% |
| Abnorml | 101 | 7.0% |
| Other | 35 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| normal | 1193 | |
| partial | 122 | 8.4% |
| abnorml | 101 | 7.0% |
| other | 35 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1451 | |
| a | 1437 | |
| l | 1416 | |
| m | 1294 | |
| o | 1294 | |
| N | 1193 | |
| t | 157 | 1.8% |
| P | 122 | 1.4% |
| i | 122 | 1.4% |
| A | 101 | 1.1% |
| Other values (5) | 307 | 3.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8894 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1451 | |
| a | 1437 | |
| l | 1416 | |
| m | 1294 | |
| o | 1294 | |
| N | 1193 | |
| t | 157 | 1.8% |
| P | 122 | 1.4% |
| i | 122 | 1.4% |
| A | 101 | 1.1% |
| Other values (5) | 307 | 3.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8894 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1451 | |
| a | 1437 | |
| l | 1416 | |
| m | 1294 | |
| o | 1294 | |
| N | 1193 | |
| t | 157 | 1.8% |
| P | 122 | 1.4% |
| i | 122 | 1.4% |
| A | 101 | 1.1% |
| Other values (5) | 307 | 3.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8894 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1451 | |
| a | 1437 | |
| l | 1416 | |
| m | 1294 | |
| o | 1294 | |
| N | 1193 | |
| t | 157 | 1.8% |
| P | 122 | 1.4% |
| i | 122 | 1.4% |
| A | 101 | 1.1% |
| Other values (5) | 307 | 3.5% |
SalePrice
Real number (ℝ)
HIGH CORRELATION
| Distinct | 657 |
|---|---|
| Distinct (%) | 45.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180624.1 |
| Minimum | 34900 |
|---|---|
| Maximum | 755000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 34900 |
|---|---|
| 5-th percentile | 88000 |
| Q1 | 129900 |
| median | 162500 |
| Q3 | 214000 |
| 95-th percentile | 325812 |
| Maximum | 755000 |
| Range | 720100 |
| Interquartile range (IQR) | 84100 |
Descriptive statistics
| Standard deviation | 79312.128 |
|---|---|
| Coefficient of variation (CV) | 0.43910047 |
| Kurtosis | 6.573025 |
| Mean | 180624.1 |
| Median Absolute Deviation (MAD) | 37500 |
| Skewness | 1.883111 |
| Sum | 2.6208557 × 108 |
| Variance | 6.2904137 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 140000 | 20 | 1.4% |
| 135000 | 17 | 1.2% |
| 155000 | 14 | 1.0% |
| 145000 | 14 | 1.0% |
| 110000 | 13 | 0.9% |
| 190000 | 13 | 0.9% |
| 115000 | 12 | 0.8% |
| 160000 | 12 | 0.8% |
| 130000 | 11 | 0.8% |
| 139000 | 11 | 0.8% |
| Other values (647) | 1314 |
| Value | Count | Frequency (%) |
| 34900 | 1 | |
| 35311 | 1 | |
| 37900 | 1 | |
| 39300 | 1 | |
| 40000 | 1 | |
| 52000 | 1 | |
| 52500 | 1 | |
| 55000 | 2 | |
| 55993 | 1 | |
| 58500 | 1 |
| Value | Count | Frequency (%) |
| 755000 | 1 | |
| 745000 | 1 | |
| 625000 | 1 | |
| 611657 | 1 | |
| 582933 | 1 | |
| 556581 | 1 | |
| 555000 | 1 | |
| 538000 | 1 | |
| 501837 | 1 | |
| 485000 | 1 |
House Category
Categorical
HIGH CORRELATION
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| Contemporary Family Home | |
|---|---|
| Vintage Family Home | |
| Modern Family Home | |
| Modern Townhouse | |
| Contemporary Townhouse | |
| Other values (4) |
Length
| Max length | 35 |
|---|---|
| Median length | 30 |
| Mean length | 21.046175 |
| Min length | 16 |
Characters and Unicode
| Total characters | 30538 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Modern Family Home |
|---|---|
| 2nd row | Contemporary Family Home |
| 3rd row | Contemporary Family Home |
| 4th row | Vintage Family Home |
| 5th row | Contemporary Family Home |
Common Values
| Value | Count | Frequency (%) |
| Contemporary Family Home | 460 | |
| Vintage Family Home | 406 | |
| Modern Family Home | 346 | |
| Modern Townhouse | 73 | 5.0% |
| Contemporary Townhouse | 64 | 4.4% |
| Vintage Multi-Family or Duplex | 46 | 3.2% |
| Contemporary Multi-Family or Duplex | 34 | 2.3% |
| Vintage Townhouse | 19 | 1.3% |
| Modern Multi-Family or Duplex | 3 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| family | 1212 | |
| home | 1212 | |
| contemporary | 558 | |
| vintage | 471 | 11.0% |
| modern | 422 | 9.9% |
| townhouse | 156 | 3.6% |
| multi-family | 83 | 1.9% |
| or | 83 | 1.9% |
| duplex | 83 | 1.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 3145 | 10.3% |
| m | 3065 | 10.0% |
| e | 2902 | 9.5% |
| 2829 | 9.3% | |
| a | 2324 | 7.6% |
| y | 1853 | 6.1% |
| i | 1849 | 6.1% |
| r | 1621 | 5.3% |
| n | 1607 | 5.3% |
| l | 1461 | 4.8% |
| Other values (17) | 7882 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 30538 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 3145 | 10.3% |
| m | 3065 | 10.0% |
| e | 2902 | 9.5% |
| 2829 | 9.3% | |
| a | 2324 | 7.6% |
| y | 1853 | 6.1% |
| i | 1849 | 6.1% |
| r | 1621 | 5.3% |
| n | 1607 | 5.3% |
| l | 1461 | 4.8% |
| Other values (17) | 7882 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 30538 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 3145 | 10.3% |
| m | 3065 | 10.0% |
| e | 2902 | 9.5% |
| 2829 | 9.3% | |
| a | 2324 | 7.6% |
| y | 1853 | 6.1% |
| i | 1849 | 6.1% |
| r | 1621 | 5.3% |
| n | 1607 | 5.3% |
| l | 1461 | 4.8% |
| Other values (17) | 7882 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 30538 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 3145 | 10.3% |
| m | 3065 | 10.0% |
| e | 2902 | 9.5% |
| 2829 | 9.3% | |
| a | 2324 | 7.6% |
| y | 1853 | 6.1% |
| i | 1849 | 6.1% |
| r | 1621 | 5.3% |
| n | 1607 | 5.3% |
| l | 1461 | 4.8% |
| Other values (17) | 7882 |
HasGarage
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| 1 | |
|---|---|
| 0 | 81 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1451 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1370 | |
| 0 | 81 | 5.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1370 | |
| 0 | 81 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1370 | |
| 0 | 81 | 5.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1370 | |
| 0 | 81 | 5.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1370 | |
| 0 | 81 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1370 | |
| 0 | 81 | 5.6% |
YearsSinceGarage
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 106 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 139.95658 |
| Minimum | 0 |
|---|---|
| Maximum | 2011 |
| Zeros | 82 |
| Zeros (%) | 5.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 7 |
| median | 30 |
| Q3 | 50 |
| 95-th percentile | 2007 |
| Maximum | 2011 |
| Range | 2011 |
| Interquartile range (IQR) | 43 |
Descriptive statistics
| Standard deviation | 455.22732 |
|---|---|
| Coefficient of variation (CV) | 3.2526324 |
| Kurtosis | 12.933463 |
| Mean | 139.95658 |
| Median Absolute Deviation (MAD) | 22 |
| Skewness | 3.8553617 |
| Sum | 203077 |
| Variance | 207231.91 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 84 | 5.8% |
| 0 | 82 | 5.7% |
| 4 | 45 | 3.1% |
| 2 | 35 | 2.4% |
| 3 | 34 | 2.3% |
| 5 | 34 | 2.3% |
| 31 | 31 | 2.1% |
| 8 | 29 | 2.0% |
| 6 | 29 | 2.0% |
| 9 | 27 | 1.9% |
| Other values (96) | 1021 |
| Value | Count | Frequency (%) |
| 0 | 82 | |
| 1 | 84 | |
| 2 | 35 | |
| 3 | 34 | |
| 4 | 45 | |
| 5 | 34 | |
| 6 | 29 | 2.0% |
| 7 | 26 | 1.8% |
| 8 | 29 | 2.0% |
| 9 | 27 | 1.9% |
| Value | Count | Frequency (%) |
| 2011 | 11 | |
| 2010 | 15 | |
| 2009 | 23 | |
| 2008 | 17 | |
| 2007 | 15 | |
| 107 | 1 | 0.1% |
| 102 | 1 | 0.1% |
| 100 | 1 | 0.1% |
| 99 | 1 | 0.1% |
| 97 | 1 | 0.1% |
fillna_LotFrontage
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 22.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1451 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1194 | |
| 1 | 257 | 17.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1194 | |
| 1 | 257 | 17.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1194 | |
| 1 | 257 | 17.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1194 | |
| 1 | 257 | 17.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1194 | |
| 1 | 257 | 17.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1451 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1194 | |
| 1 | 257 | 17.7% |
| 1stFlrSF | 2ndFlrSF | 3SsnPorch | Alley | BedroomAbvGr | BsmtCond | BsmtExposure | BsmtFinSF1 | BsmtFinSF2 | BsmtFinType1 | BsmtFinType2 | BsmtFullBath | BsmtHalfBath | BsmtQual | BsmtUnfSF | CentralAir | Condition1 | Condition2 | Electrical | EnclosedPorch | ExterCond | ExterQual | Exterior1st | Exterior2nd | Fence | FireplaceQu | Fireplaces | Foundation | FullBath | Functional | GarageArea | GarageCond | GarageFinish | GarageQual | GarageType | GrLivArea | HalfBath | HasGarage | Heating | HeatingQC | House Category | KitchenAbvGr | KitchenQual | LandContour | LandSlope | LotArea | LotConfig | LotFrontage | LotShape | LowQualFinSF | MSSubClass | MSZoning | MasVnrArea | MasVnrType | MiscFeature | MiscVal | MoSold | Neighborhood | OpenPorchSF | OverallCond | OverallQual | PavedDrive | PoolArea | PoolQC | RoofMatl | RoofStyle | SaleCondition | SalePrice | SaleType | ScreenPorch | Street | Utilities | WoodDeckSF | YearsSinceGarage | fillna_LotFrontage | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1stFlrSF | 1.000 | -0.273 | 0.061 | 0.172 | 0.144 | 0.000 | 0.148 | 0.320 | 0.068 | 0.097 | 0.000 | 0.190 | 0.000 | 0.223 | 0.223 | 0.144 | 0.086 | 0.174 | 0.070 | -0.133 | 0.000 | 0.270 | 0.111 | 0.109 | 0.077 | 0.188 | 0.340 | 0.123 | 0.257 | 0.062 | 0.490 | 0.124 | 0.211 | 0.120 | 0.195 | 0.496 | 0.123 | 0.142 | 0.000 | 0.092 | 0.174 | 0.029 | 0.251 | 0.096 | 0.000 | 0.442 | 0.065 | 0.386 | 0.207 | -0.039 | -0.275 | 0.232 | 0.352 | 0.213 | 0.023 | -0.033 | 0.051 | 0.146 | 0.233 | -0.164 | 0.408 | 0.104 | 0.071 | 0.383 | 0.308 | 0.231 | 0.135 | 0.577 | 0.177 | 0.108 | 0.000 | 0.000 | 0.222 | -0.270 | 0.069 |
| 2ndFlrSF | -0.273 | 1.000 | -0.023 | 0.208 | 0.510 | 0.049 | 0.131 | -0.190 | -0.102 | 0.120 | 0.016 | 0.124 | 0.000 | 0.177 | 0.062 | 0.035 | 0.078 | 0.090 | 0.054 | 0.048 | 0.031 | 0.209 | 0.125 | 0.132 | 0.071 | 0.152 | 0.165 | 0.196 | 0.412 | 0.000 | 0.099 | 0.057 | 0.182 | 0.052 | 0.285 | 0.645 | 0.449 | 0.079 | 0.049 | 0.110 | 0.121 | 0.000 | 0.183 | 0.058 | 0.000 | 0.123 | 0.075 | 0.045 | 0.149 | 0.058 | 0.488 | 0.226 | 0.064 | 0.112 | 0.000 | -0.005 | 0.049 | 0.160 | 0.228 | -0.000 | 0.292 | 0.112 | 0.062 | 0.283 | 0.139 | 0.160 | 0.050 | 0.294 | 0.055 | 0.012 | 0.000 | 0.000 | 0.070 | -0.091 | 0.070 |
| 3SsnPorch | 0.061 | -0.023 | 1.000 | 0.000 | -0.019 | 0.000 | 0.000 | 0.047 | -0.016 | 0.000 | 0.000 | 0.000 | 0.057 | 0.000 | 0.014 | 0.000 | 0.029 | 0.000 | 0.000 | -0.039 | 0.000 | 0.031 | 0.000 | 0.020 | 0.044 | 0.000 | 0.000 | 0.078 | 0.000 | 0.000 | 0.037 | 0.000 | 0.024 | 0.000 | 0.000 | 0.034 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.073 | 0.064 | 0.063 | 0.068 | 0.053 | 0.016 | 0.022 | -0.036 | 0.000 | 0.041 | 0.000 | 0.114 | 0.005 | 0.037 | 0.000 | 0.018 | 0.032 | 0.034 | 0.000 | -0.009 | 0.000 | 0.056 | 0.049 | 0.000 | 0.066 | 0.000 | -0.038 | 0.000 | 0.000 | -0.028 | -0.030 | 0.000 |
| Alley | 0.172 | 0.208 | 0.000 | 1.000 | -0.014 | 0.109 | 0.125 | -0.166 | -0.065 | 0.165 | 0.045 | 0.102 | 0.000 | 0.140 | 0.077 | 0.178 | 0.038 | 0.000 | 0.104 | 0.210 | 0.050 | 0.059 | 0.200 | 0.203 | 0.000 | 0.113 | 0.111 | 0.248 | 0.024 | 0.005 | -0.082 | 0.154 | 0.171 | 0.126 | 0.282 | -0.009 | 0.000 | 0.034 | 0.104 | 0.093 | 0.112 | 0.000 | 0.057 | 0.110 | 0.000 | -0.130 | 0.076 | -0.219 | 0.115 | 0.094 | 0.133 | 0.368 | -0.123 | 0.129 | 0.000 | 0.012 | -0.019 | 0.457 | 0.033 | 0.074 | -0.063 | 0.221 | -0.018 | 0.000 | 0.000 | 0.108 | 0.011 | -0.128 | 0.000 | -0.043 | 0.000 | 0.000 | -0.129 | 0.123 | 0.074 |
| BedroomAbvGr | 0.144 | 0.510 | -0.019 | -0.014 | 1.000 | 0.102 | 0.101 | -0.082 | 0.010 | 0.103 | 0.034 | 0.255 | 0.029 | 0.092 | 0.157 | 0.161 | 0.108 | 0.000 | 0.130 | -0.001 | 0.000 | 0.171 | 0.104 | 0.088 | 0.026 | 0.088 | 0.106 | 0.106 | 0.447 | 0.000 | 0.116 | 0.125 | 0.123 | 0.143 | 0.172 | 0.543 | 0.251 | 0.162 | 0.104 | 0.019 | 0.224 | 0.233 | 0.131 | 0.111 | 0.101 | 0.339 | 0.025 | 0.293 | 0.032 | 0.021 | 0.070 | 0.168 | 0.113 | 0.053 | 0.000 | 0.013 | 0.057 | 0.132 | 0.105 | -0.003 | 0.126 | 0.098 | 0.072 | 0.070 | 0.165 | 0.077 | 0.099 | 0.237 | 0.000 | 0.034 | 0.000 | 0.000 | 0.055 | 0.035 | 0.059 |
| BsmtCond | 0.000 | 0.049 | 0.000 | 0.109 | 0.102 | 1.000 | 0.495 | 0.152 | -0.001 | 0.507 | 0.495 | 0.106 | 0.060 | 0.526 | 0.104 | 0.315 | 0.066 | 0.039 | 0.211 | -0.049 | 0.187 | 0.167 | 0.085 | 0.076 | 0.000 | 0.044 | 0.050 | 0.415 | 0.142 | 0.197 | 0.071 | 0.182 | 0.123 | 0.116 | 0.107 | 0.016 | 0.094 | 0.135 | 0.185 | 0.102 | 0.145 | 0.185 | 0.137 | 0.061 | 0.133 | 0.023 | 0.000 | 0.111 | 0.060 | -0.044 | -0.038 | 0.078 | 0.099 | 0.060 | 0.000 | -0.008 | -0.023 | 0.108 | 0.058 | 0.031 | 0.113 | 0.169 | 0.023 | 0.000 | 0.056 | 0.000 | 0.077 | 0.128 | 0.084 | 0.030 | 0.000 | 0.000 | 0.054 | -0.105 | 0.046 |
| BsmtExposure | 0.148 | 0.131 | 0.000 | 0.125 | 0.101 | 0.495 | 1.000 | -0.308 | -0.052 | 0.522 | 0.491 | 0.213 | 0.047 | 0.521 | 0.029 | 0.211 | 0.093 | 0.000 | 0.159 | 0.101 | 0.042 | 0.167 | 0.121 | 0.115 | 0.041 | 0.087 | 0.138 | 0.408 | 0.097 | 0.122 | -0.255 | 0.090 | 0.159 | 0.089 | 0.134 | -0.083 | 0.105 | 0.091 | 0.151 | 0.095 | 0.181 | 0.175 | 0.151 | 0.193 | 0.222 | -0.177 | 0.059 | -0.135 | 0.106 | 0.069 | -0.066 | 0.098 | -0.162 | 0.126 | 0.024 | 0.036 | -0.019 | 0.180 | -0.101 | 0.056 | -0.269 | 0.112 | -0.046 | 0.026 | 0.241 | 0.098 | 0.109 | -0.323 | 0.120 | -0.017 | 0.087 | 0.000 | -0.286 | 0.278 | 0.007 |
| BsmtFinSF1 | 0.320 | -0.190 | 0.047 | -0.166 | -0.082 | 0.152 | -0.308 | 1.000 | 0.052 | 0.273 | 0.069 | 0.396 | 0.029 | 0.215 | -0.576 | 0.152 | 0.100 | 0.255 | 0.099 | -0.152 | 0.000 | 0.206 | 0.088 | 0.085 | 0.057 | 0.127 | 0.297 | 0.146 | 0.157 | 0.020 | 0.242 | 0.079 | 0.170 | 0.099 | 0.141 | 0.054 | 0.015 | 0.081 | 0.000 | 0.059 | 0.083 | 0.000 | 0.208 | 0.139 | 0.084 | 0.172 | 0.058 | 0.152 | 0.206 | -0.079 | -0.107 | 0.140 | 0.241 | 0.166 | 0.000 | 0.006 | -0.017 | 0.150 | 0.077 | -0.007 | 0.130 | 0.108 | 0.058 | 0.396 | 0.200 | 0.156 | 0.107 | 0.300 | 0.125 | 0.073 | 0.021 | 0.000 | 0.180 | -0.111 | 0.097 |
| BsmtFinSF2 | 0.068 | -0.102 | -0.016 | -0.065 | 0.010 | -0.001 | -0.052 | 0.052 | 1.000 | 0.173 | 0.428 | 0.089 | 0.088 | 0.048 | -0.272 | 0.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.039 | 0.074 | 0.090 | 0.122 | 0.054 | 0.080 | 0.108 | 0.035 | 0.126 | -0.006 | 0.000 | 0.013 | 0.000 | 0.000 | -0.051 | 0.000 | 0.000 | 0.030 | 0.000 | 0.039 | 0.000 | 0.039 | 0.048 | 0.141 | 0.073 | 0.031 | 0.053 | 0.056 | 0.001 | -0.084 | 0.047 | -0.062 | 0.095 | 0.037 | 0.030 | -0.026 | 0.072 | -0.068 | 0.101 | -0.116 | 0.000 | 0.068 | 0.075 | 0.147 | 0.137 | 0.021 | -0.037 | 0.103 | 0.058 | 0.048 | 0.184 | 0.069 | 0.119 | 0.082 |
| BsmtFinType1 | 0.097 | 0.120 | 0.000 | 0.165 | 0.103 | 0.507 | 0.522 | 0.273 | 0.173 | 1.000 | 0.446 | 0.342 | 0.082 | 0.576 | 0.519 | 0.259 | 0.073 | 0.047 | 0.198 | 0.125 | 0.076 | 0.297 | 0.199 | 0.200 | 0.149 | 0.124 | 0.120 | 0.531 | 0.222 | 0.200 | -0.055 | 0.125 | 0.222 | 0.137 | 0.181 | 0.126 | 0.098 | 0.116 | 0.163 | 0.209 | 0.230 | 0.176 | 0.281 | 0.087 | 0.041 | -0.047 | 0.066 | -0.062 | 0.065 | 0.090 | 0.080 | 0.164 | -0.086 | 0.201 | 0.077 | -0.058 | 0.040 | 0.240 | 0.024 | -0.095 | 0.073 | 0.192 | -0.039 | 0.000 | 0.015 | 0.044 | 0.140 | -0.070 | 0.164 | -0.039 | 0.000 | 0.000 | -0.094 | -0.029 | 0.098 |
| BsmtFinType2 | 0.000 | 0.016 | 0.000 | 0.045 | 0.034 | 0.495 | 0.491 | 0.069 | 0.428 | 0.446 | 1.000 | 0.103 | 0.091 | 0.500 | 0.362 | 0.198 | 0.041 | 0.000 | 0.132 | -0.031 | 0.007 | 0.112 | 0.094 | 0.094 | 0.114 | 0.049 | 0.057 | 0.413 | 0.040 | 0.153 | 0.035 | 0.062 | 0.085 | 0.069 | 0.072 | 0.081 | 0.092 | 0.097 | 0.142 | 0.101 | 0.132 | 0.164 | 0.087 | 0.000 | 0.075 | -0.047 | 0.000 | -0.028 | 0.065 | -0.008 | 0.065 | 0.075 | 0.090 | 0.072 | 0.028 | -0.051 | 0.029 | 0.126 | 0.110 | -0.062 | 0.195 | 0.094 | -0.059 | 0.145 | 0.047 | 0.064 | 0.066 | 0.122 | 0.066 | -0.027 | 0.104 | 0.117 | -0.019 | -0.158 | 0.069 |
| BsmtFullBath | 0.190 | 0.124 | 0.000 | 0.102 | 0.255 | 0.106 | 0.213 | 0.396 | 0.089 | 0.342 | 0.103 | 1.000 | 0.096 | 0.124 | -0.448 | 0.106 | 0.054 | 0.000 | 0.079 | -0.075 | 0.000 | 0.068 | 0.092 | 0.079 | 0.000 | 0.054 | 0.111 | 0.107 | 0.265 | 0.000 | 0.201 | 0.094 | 0.113 | 0.109 | 0.125 | 0.006 | 0.152 | 0.126 | 0.054 | 0.058 | 0.186 | 0.132 | 0.094 | 0.105 | 0.200 | 0.096 | 0.000 | 0.079 | 0.094 | -0.061 | -0.041 | 0.093 | 0.121 | 0.085 | 0.034 | -0.006 | -0.027 | 0.123 | 0.082 | -0.049 | 0.095 | 0.085 | 0.070 | 0.095 | 0.187 | 0.093 | 0.136 | 0.223 | 0.000 | 0.031 | 0.091 | 0.000 | 0.170 | -0.103 | 0.054 |
| BsmtHalfBath | 0.000 | 0.000 | 0.057 | 0.000 | 0.029 | 0.060 | 0.047 | 0.029 | 0.088 | 0.082 | 0.091 | 0.096 | 1.000 | 0.053 | -0.098 | 0.017 | 0.000 | 0.000 | 0.000 | -0.037 | 0.059 | 0.042 | 0.039 | 0.037 | 0.000 | 0.034 | 0.000 | 0.076 | 0.164 | 0.000 | -0.022 | 0.053 | 0.061 | 0.056 | 0.035 | -0.026 | 0.154 | 0.076 | 0.000 | 0.029 | 0.093 | 0.498 | 0.000 | 0.026 | 0.045 | 0.046 | 0.040 | 0.001 | 0.045 | -0.011 | 0.002 | 0.034 | 0.033 | 0.052 | 0.000 | 0.032 | 0.037 | 0.104 | -0.040 | 0.115 | -0.050 | 0.017 | 0.026 | 0.000 | 0.135 | 0.078 | 0.096 | -0.011 | 0.046 | 0.038 | 0.000 | 0.102 | 0.049 | 0.071 | 0.019 |
| BsmtQual | 0.223 | 0.177 | 0.000 | 0.140 | 0.092 | 0.526 | 0.521 | 0.215 | 0.048 | 0.576 | 0.500 | 0.124 | 0.053 | 1.000 | -0.124 | 0.283 | 0.132 | 0.116 | 0.231 | 0.197 | 0.104 | 0.463 | 0.263 | 0.255 | 0.185 | 0.243 | 0.183 | 0.561 | 0.342 | 0.175 | -0.436 | 0.197 | 0.340 | 0.207 | 0.237 | -0.358 | 0.173 | 0.154 | 0.166 | 0.240 | 0.356 | 0.186 | 0.419 | 0.093 | 0.000 | -0.131 | 0.073 | -0.114 | 0.143 | 0.083 | -0.121 | 0.186 | -0.266 | 0.254 | 0.076 | 0.054 | -0.008 | 0.413 | -0.343 | 0.305 | -0.583 | 0.194 | -0.017 | 0.011 | 0.000 | 0.197 | 0.249 | -0.570 | 0.302 | 0.029 | 0.000 | 0.000 | -0.268 | 0.628 | 0.111 |
| BsmtUnfSF | 0.223 | 0.062 | 0.014 | 0.077 | 0.157 | 0.104 | 0.029 | -0.576 | -0.272 | 0.519 | 0.362 | -0.448 | -0.098 | -0.124 | 1.000 | 0.059 | 0.000 | 0.031 | 0.064 | 0.043 | 0.026 | 0.253 | 0.135 | 0.132 | 0.093 | 0.139 | 0.089 | 0.215 | 0.188 | 0.106 | 0.109 | 0.063 | 0.132 | 0.111 | 0.106 | 0.253 | 0.121 | 0.050 | 0.000 | 0.099 | 0.139 | 0.063 | 0.193 | 0.064 | 0.053 | 0.075 | 0.012 | 0.096 | 0.041 | 0.020 | -0.115 | 0.105 | 0.075 | 0.168 | 0.000 | -0.045 | 0.037 | 0.138 | 0.158 | -0.129 | 0.274 | 0.095 | -0.037 | 0.000 | 0.012 | 0.156 | 0.172 | 0.186 | 0.198 | -0.012 | 0.000 | 0.000 | -0.034 | -0.184 | 0.090 |
| CentralAir | 0.144 | 0.035 | 0.000 | 0.178 | 0.161 | 0.315 | 0.211 | 0.152 | 0.000 | 0.259 | 0.198 | 0.106 | 0.017 | 0.283 | 0.059 | 1.000 | 0.053 | 0.033 | 0.412 | -0.190 | 0.200 | 0.278 | 0.243 | 0.244 | 0.000 | 0.197 | 0.197 | 0.358 | 0.102 | 0.073 | 0.212 | 0.337 | 0.325 | 0.306 | 0.358 | 0.103 | 0.130 | 0.244 | 0.443 | 0.378 | 0.367 | 0.247 | 0.342 | 0.128 | 0.000 | 0.106 | 0.068 | 0.120 | 0.108 | -0.048 | -0.107 | 0.204 | 0.175 | 0.179 | 0.000 | -0.009 | 0.015 | 0.263 | 0.091 | 0.100 | 0.248 | 0.335 | 0.018 | 0.000 | 0.000 | 0.044 | 0.087 | 0.314 | 0.080 | 0.039 | 0.040 | 0.000 | 0.167 | -0.316 | 0.063 |
| Condition1 | 0.086 | 0.078 | 0.029 | 0.038 | 0.108 | 0.066 | 0.093 | 0.100 | 0.000 | 0.073 | 0.041 | 0.054 | 0.000 | 0.132 | 0.000 | 0.053 | 1.000 | 0.256 | 0.058 | 0.007 | 0.058 | 0.118 | 0.068 | 0.053 | 0.058 | 0.000 | 0.037 | 0.109 | 0.048 | 0.000 | 0.026 | 0.063 | 0.098 | 0.064 | 0.087 | 0.070 | 0.073 | 0.093 | 0.037 | 0.080 | 0.144 | 0.092 | 0.092 | 0.029 | 0.000 | 0.067 | 0.099 | -0.013 | 0.064 | -0.023 | 0.026 | 0.048 | -0.021 | 0.039 | 0.000 | -0.012 | 0.005 | 0.184 | 0.034 | 0.040 | 0.080 | 0.094 | 0.023 | 0.047 | 0.056 | 0.033 | 0.000 | 0.036 | 0.000 | -0.004 | 0.000 | 0.000 | -0.024 | -0.021 | 0.000 |
| Condition2 | 0.174 | 0.090 | 0.000 | 0.000 | 0.000 | 0.039 | 0.000 | 0.255 | 0.000 | 0.047 | 0.000 | 0.000 | 0.000 | 0.116 | 0.031 | 0.033 | 0.256 | 1.000 | 0.000 | 0.050 | 0.141 | 0.115 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.117 | 0.065 | 0.000 | 0.024 | 0.038 | 0.000 | 0.100 | 0.068 | 0.022 | 0.070 | 0.000 | 0.000 | 0.033 | 0.073 | 0.101 | 0.071 | 0.069 | 0.000 | 0.021 | 0.021 | 0.005 | 0.075 | 0.089 | 0.048 | 0.062 | -0.024 | 0.000 | 0.021 | 0.055 | 0.022 | 0.056 | 0.006 | 0.056 | -0.026 | 0.027 | -0.007 | 0.000 | 0.000 | 0.000 | 0.000 | -0.050 | 0.000 | -0.030 | 0.000 | 0.000 | 0.008 | 0.023 | 0.000 |
| Electrical | 0.070 | 0.054 | 0.000 | 0.104 | 0.130 | 0.211 | 0.159 | 0.099 | 0.000 | 0.198 | 0.132 | 0.079 | 0.000 | 0.231 | 0.064 | 0.412 | 0.058 | 0.000 | 1.000 | -0.155 | 0.147 | 0.173 | 0.189 | 0.200 | 0.019 | 0.106 | 0.113 | 0.198 | 0.146 | 0.058 | 0.250 | 0.146 | 0.183 | 0.129 | 0.179 | 0.142 | 0.089 | 0.127 | 0.196 | 0.191 | 0.241 | 0.121 | 0.236 | 0.069 | 0.000 | 0.078 | 0.042 | 0.096 | 0.077 | -0.034 | 0.046 | 0.106 | 0.154 | 0.109 | 0.003 | 0.033 | -0.004 | 0.196 | 0.148 | 0.046 | 0.248 | 0.184 | 0.021 | 0.000 | 0.000 | 0.000 | 0.077 | 0.295 | 0.061 | 0.000 | 0.000 | 0.093 | 0.181 | -0.324 | 0.031 |
| EnclosedPorch | -0.133 | 0.048 | -0.039 | 0.210 | -0.001 | -0.049 | 0.101 | -0.152 | 0.041 | 0.125 | -0.031 | -0.075 | -0.037 | 0.197 | 0.043 | -0.190 | 0.007 | 0.050 | -0.155 | 1.000 | 0.035 | 0.088 | 0.119 | 0.118 | 0.076 | 0.103 | 0.044 | 0.234 | 0.107 | 0.000 | -0.178 | 0.134 | 0.120 | 0.141 | 0.113 | -0.051 | 0.076 | 0.094 | 0.182 | 0.127 | 0.070 | 0.026 | 0.091 | 0.027 | 0.000 | -0.070 | 0.067 | -0.100 | 0.060 | 0.048 | 0.013 | 0.157 | -0.180 | 0.098 | 0.000 | 0.039 | -0.026 | 0.115 | -0.167 | 0.113 | -0.162 | 0.194 | 0.004 | 0.372 | 0.000 | 0.125 | 0.089 | -0.219 | 0.063 | -0.081 | 0.000 | 0.000 | -0.158 | 0.310 | 0.035 |
| ExterCond | 0.000 | 0.031 | 0.000 | 0.050 | 0.000 | 0.187 | 0.042 | 0.000 | 0.000 | 0.076 | 0.007 | 0.000 | 0.059 | 0.104 | 0.026 | 0.200 | 0.058 | 0.141 | 0.147 | 0.035 | 1.000 | 0.181 | 0.072 | 0.075 | 0.091 | 0.012 | 0.035 | 0.143 | 0.075 | 0.148 | 0.128 | 0.169 | 0.143 | 0.156 | 0.115 | 0.061 | 0.051 | 0.215 | 0.000 | 0.062 | 0.088 | 0.000 | 0.177 | 0.000 | 0.000 | 0.033 | 0.000 | 0.080 | 0.000 | -0.049 | 0.013 | 0.088 | 0.108 | 0.064 | 0.123 | -0.018 | 0.020 | 0.106 | 0.060 | -0.227 | 0.128 | 0.154 | -0.033 | 0.000 | 0.031 | 0.074 | 0.049 | 0.127 | 0.083 | -0.013 | 0.000 | 0.000 | 0.028 | -0.212 | 0.027 |
| ExterQual | 0.270 | 0.209 | 0.031 | 0.059 | 0.171 | 0.167 | 0.167 | 0.206 | 0.039 | 0.297 | 0.112 | 0.068 | 0.042 | 0.463 | 0.253 | 0.278 | 0.118 | 0.115 | 0.173 | 0.088 | 0.181 | 1.000 | 0.293 | 0.295 | 0.191 | 0.241 | 0.188 | 0.368 | 0.319 | 0.131 | -0.455 | 0.193 | 0.337 | 0.185 | 0.281 | -0.415 | 0.150 | 0.248 | 0.067 | 0.323 | 0.370 | 0.091 | 0.544 | 0.134 | 0.093 | -0.130 | 0.019 | -0.155 | 0.114 | 0.015 | -0.055 | 0.194 | -0.317 | 0.249 | 0.107 | 0.047 | -0.040 | 0.405 | -0.381 | 0.261 | -0.669 | 0.192 | -0.032 | 0.003 | 0.000 | 0.188 | 0.234 | -0.631 | 0.289 | 0.030 | 0.321 | 0.000 | -0.234 | 0.628 | 0.026 |
| Exterior1st | 0.111 | 0.125 | 0.000 | 0.200 | 0.104 | 0.085 | 0.121 | 0.088 | 0.074 | 0.199 | 0.094 | 0.092 | 0.039 | 0.263 | 0.135 | 0.243 | 0.068 | 0.013 | 0.189 | 0.119 | 0.072 | 0.293 | 1.000 | 0.873 | 0.161 | 0.156 | 0.126 | 0.381 | 0.232 | 0.118 | 0.077 | 0.109 | 0.254 | 0.147 | 0.210 | 0.132 | 0.129 | 0.115 | 0.168 | 0.252 | 0.281 | 0.060 | 0.257 | 0.126 | 0.143 | 0.079 | 0.092 | 0.027 | 0.095 | 0.018 | -0.050 | 0.223 | -0.042 | 0.212 | 0.095 | -0.015 | -0.000 | 0.302 | 0.119 | -0.089 | 0.153 | 0.169 | -0.012 | 0.090 | 0.221 | 0.106 | 0.186 | 0.132 | 0.212 | 0.001 | 0.032 | 0.019 | 0.038 | -0.138 | 0.175 |
| Exterior2nd | 0.109 | 0.132 | 0.020 | 0.203 | 0.088 | 0.076 | 0.115 | 0.085 | 0.090 | 0.200 | 0.094 | 0.079 | 0.037 | 0.255 | 0.132 | 0.244 | 0.053 | 0.000 | 0.200 | 0.118 | 0.075 | 0.295 | 0.873 | 1.000 | 0.162 | 0.130 | 0.112 | 0.381 | 0.219 | 0.138 | 0.078 | 0.099 | 0.247 | 0.138 | 0.210 | 0.110 | 0.123 | 0.096 | 0.176 | 0.253 | 0.277 | 0.067 | 0.260 | 0.123 | 0.126 | 0.078 | 0.100 | 0.053 | 0.103 | 0.008 | -0.089 | 0.235 | -0.046 | 0.201 | 0.100 | -0.025 | 0.006 | 0.304 | 0.101 | -0.074 | 0.141 | 0.155 | -0.033 | 0.091 | 0.195 | 0.109 | 0.189 | 0.130 | 0.215 | 0.013 | 0.030 | 0.026 | 0.029 | -0.149 | 0.195 |
| Fence | 0.077 | 0.071 | 0.044 | 0.000 | 0.026 | 0.000 | 0.041 | 0.057 | 0.122 | 0.149 | 0.114 | 0.000 | 0.000 | 0.185 | 0.093 | 0.000 | 0.058 | 0.000 | 0.019 | 0.076 | 0.091 | 0.191 | 0.161 | 0.162 | 1.000 | 0.092 | 0.044 | 0.182 | 0.164 | 0.073 | 0.051 | 0.021 | 0.113 | 0.000 | 0.084 | 0.067 | 0.048 | 0.000 | 0.000 | 0.148 | 0.176 | 0.041 | 0.121 | 0.053 | 0.014 | 0.059 | 0.023 | 0.026 | 0.043 | -0.017 | 0.025 | 0.049 | 0.055 | 0.097 | 0.120 | -0.026 | 0.028 | 0.201 | 0.034 | -0.045 | 0.073 | 0.008 | 0.048 | 0.127 | 0.021 | 0.004 | 0.108 | 0.075 | 0.100 | -0.008 | 0.000 | 0.000 | 0.019 | -0.042 | 0.000 |
| FireplaceQu | 0.188 | 0.152 | 0.000 | 0.113 | 0.088 | 0.044 | 0.087 | 0.127 | 0.054 | 0.124 | 0.049 | 0.054 | 0.034 | 0.243 | 0.139 | 0.197 | 0.000 | 0.000 | 0.106 | 0.103 | 0.012 | 0.241 | 0.156 | 0.130 | 0.092 | 1.000 | 0.580 | 0.154 | 0.193 | 0.071 | -0.055 | 0.155 | 0.236 | 0.142 | 0.202 | -0.053 | 0.173 | 0.200 | 0.035 | 0.116 | 0.233 | 0.079 | 0.259 | 0.075 | 0.032 | -0.052 | 0.057 | -0.023 | 0.122 | -0.007 | 0.073 | 0.168 | -0.042 | 0.200 | 0.082 | 0.101 | -0.052 | 0.240 | -0.007 | -0.000 | -0.149 | 0.121 | -0.021 | 0.112 | 0.089 | 0.118 | 0.161 | -0.117 | 0.191 | -0.040 | 0.000 | 0.000 | -0.028 | 0.087 | 0.174 |
| Fireplaces | 0.340 | 0.165 | 0.000 | 0.111 | 0.106 | 0.050 | 0.138 | 0.297 | 0.080 | 0.120 | 0.057 | 0.111 | 0.000 | 0.183 | 0.089 | 0.197 | 0.037 | 0.000 | 0.113 | 0.044 | 0.035 | 0.188 | 0.126 | 0.112 | 0.044 | 0.580 | 1.000 | 0.126 | 0.178 | 0.036 | 0.266 | 0.155 | 0.230 | 0.140 | 0.235 | 0.479 | 0.165 | 0.198 | 0.041 | 0.098 | 0.169 | 0.088 | 0.186 | 0.067 | 0.156 | 0.350 | 0.054 | 0.213 | 0.141 | -0.044 | 0.021 | 0.160 | 0.255 | 0.130 | 0.049 | -0.008 | 0.048 | 0.223 | 0.220 | -0.043 | 0.424 | 0.108 | 0.084 | 0.174 | 0.127 | 0.094 | 0.083 | 0.521 | 0.092 | 0.180 | 0.060 | 0.000 | 0.212 | -0.161 | 0.127 |
| Foundation | 0.123 | 0.196 | 0.078 | 0.248 | 0.106 | 0.415 | 0.408 | 0.146 | 0.108 | 0.531 | 0.413 | 0.107 | 0.076 | 0.561 | 0.215 | 0.358 | 0.109 | 0.117 | 0.198 | 0.234 | 0.143 | 0.368 | 0.381 | 0.381 | 0.182 | 0.154 | 0.126 | 1.000 | 0.286 | 0.188 | 0.407 | 0.182 | 0.305 | 0.248 | 0.289 | 0.304 | 0.161 | 0.137 | 0.291 | 0.334 | 0.346 | 0.164 | 0.342 | 0.096 | 0.039 | 0.059 | 0.060 | 0.108 | 0.110 | -0.073 | 0.069 | 0.270 | 0.249 | 0.213 | 0.133 | -0.087 | 0.007 | 0.457 | 0.356 | -0.369 | 0.540 | 0.235 | 0.004 | 0.000 | 0.058 | 0.097 | 0.190 | 0.548 | 0.238 | -0.072 | 0.057 | 0.000 | 0.236 | -0.681 | 0.121 |
| FullBath | 0.257 | 0.412 | 0.000 | 0.024 | 0.447 | 0.142 | 0.097 | 0.157 | 0.035 | 0.222 | 0.040 | 0.265 | 0.164 | 0.342 | 0.188 | 0.102 | 0.048 | 0.065 | 0.146 | 0.107 | 0.075 | 0.319 | 0.232 | 0.219 | 0.164 | 0.193 | 0.178 | 0.286 | 1.000 | 0.000 | 0.446 | 0.117 | 0.265 | 0.105 | 0.260 | 0.658 | 0.230 | 0.116 | 0.000 | 0.199 | 0.282 | 0.114 | 0.278 | 0.111 | 0.124 | 0.233 | 0.044 | 0.192 | 0.105 | 0.001 | 0.199 | 0.180 | 0.291 | 0.175 | 0.041 | -0.048 | 0.070 | 0.302 | 0.373 | -0.260 | 0.578 | 0.098 | 0.043 | 0.117 | 0.117 | 0.065 | 0.157 | 0.636 | 0.176 | -0.036 | 0.021 | 0.000 | 0.229 | -0.525 | 0.011 |
| Functional | 0.062 | 0.000 | 0.000 | 0.005 | 0.000 | 0.197 | 0.122 | 0.020 | 0.126 | 0.200 | 0.153 | 0.000 | 0.000 | 0.175 | 0.106 | 0.073 | 0.000 | 0.000 | 0.058 | 0.000 | 0.148 | 0.131 | 0.118 | 0.138 | 0.073 | 0.071 | 0.036 | 0.188 | 0.000 | 1.000 | 0.056 | 0.028 | 0.137 | 0.039 | 0.104 | -0.071 | 0.058 | 0.000 | 0.056 | 0.065 | 0.076 | 0.000 | 0.130 | 0.041 | 0.112 | -0.036 | 0.006 | 0.024 | 0.000 | -0.046 | 0.028 | 0.085 | 0.096 | 0.128 | 0.080 | -0.096 | 0.019 | 0.177 | 0.079 | 0.054 | 0.175 | 0.077 | 0.019 | 0.000 | 0.050 | 0.060 | 0.074 | 0.137 | 0.075 | -0.039 | 0.000 | 0.000 | 0.004 | -0.160 | 0.000 |
| GarageArea | 0.490 | 0.099 | 0.037 | -0.082 | 0.116 | 0.071 | -0.255 | 0.242 | -0.006 | -0.055 | 0.035 | 0.201 | -0.022 | -0.436 | 0.109 | 0.212 | 0.026 | 0.024 | 0.250 | -0.178 | 0.128 | -0.455 | 0.077 | 0.078 | 0.051 | -0.055 | 0.266 | 0.407 | 0.446 | 0.056 | 1.000 | 0.713 | 0.623 | 0.719 | 0.528 | 0.469 | 0.161 | 0.997 | 0.105 | 0.140 | 0.183 | 0.093 | 0.332 | 0.109 | 0.040 | 0.368 | 0.059 | 0.345 | 0.157 | -0.048 | -0.046 | 0.210 | 0.365 | 0.244 | 0.089 | -0.035 | 0.031 | 0.202 | 0.337 | -0.201 | 0.540 | 0.270 | 0.043 | 0.213 | 0.107 | 0.103 | 0.187 | 0.649 | 0.228 | 0.030 | 0.259 | 0.000 | 0.250 | -0.655 | 0.118 |
| GarageCond | 0.124 | 0.057 | 0.000 | 0.154 | 0.125 | 0.182 | 0.090 | 0.079 | 0.000 | 0.125 | 0.062 | 0.094 | 0.053 | 0.197 | 0.063 | 0.337 | 0.063 | 0.038 | 0.146 | 0.134 | 0.169 | 0.193 | 0.109 | 0.099 | 0.021 | 0.155 | 0.155 | 0.182 | 0.117 | 0.028 | 0.713 | 1.000 | 0.716 | 0.800 | 0.724 | 0.181 | 0.118 | 1.000 | 0.147 | 0.130 | 0.222 | 0.156 | 0.222 | 0.042 | 0.000 | 0.149 | 0.029 | 0.147 | 0.068 | -0.122 | -0.071 | 0.120 | 0.192 | 0.135 | 0.000 | -0.014 | 0.012 | 0.232 | 0.123 | -0.038 | 0.296 | 0.283 | -0.010 | 0.020 | 0.044 | 0.074 | 0.083 | 0.351 | 0.046 | 0.079 | 0.000 | 0.000 | 0.149 | -0.438 | 0.047 |
| GarageFinish | 0.211 | 0.182 | 0.024 | 0.171 | 0.123 | 0.123 | 0.159 | 0.170 | 0.013 | 0.222 | 0.085 | 0.113 | 0.061 | 0.340 | 0.132 | 0.325 | 0.098 | 0.000 | 0.183 | 0.120 | 0.143 | 0.337 | 0.254 | 0.247 | 0.113 | 0.236 | 0.230 | 0.305 | 0.265 | 0.137 | 0.623 | 0.716 | 1.000 | 0.718 | 0.684 | -0.300 | 0.197 | 0.999 | 0.142 | 0.240 | 0.306 | 0.142 | 0.319 | 0.102 | 0.000 | -0.138 | 0.039 | -0.189 | 0.143 | 0.029 | -0.048 | 0.212 | -0.263 | 0.222 | 0.000 | 0.021 | 0.018 | 0.334 | -0.297 | 0.216 | -0.438 | 0.269 | -0.025 | 0.000 | 0.000 | 0.113 | 0.164 | -0.477 | 0.189 | 0.006 | 0.000 | 0.000 | -0.227 | 0.395 | 0.053 |
| GarageQual | 0.120 | 0.052 | 0.000 | 0.126 | 0.143 | 0.116 | 0.089 | 0.099 | 0.000 | 0.137 | 0.069 | 0.109 | 0.056 | 0.207 | 0.111 | 0.306 | 0.064 | 0.100 | 0.129 | 0.141 | 0.156 | 0.185 | 0.147 | 0.138 | 0.000 | 0.142 | 0.140 | 0.248 | 0.105 | 0.039 | 0.719 | 0.800 | 0.718 | 1.000 | 0.724 | 0.150 | 0.110 | 1.000 | 0.130 | 0.119 | 0.213 | 0.156 | 0.215 | 0.056 | 0.000 | 0.150 | 0.024 | 0.154 | 0.081 | -0.113 | -0.069 | 0.161 | 0.220 | 0.156 | 0.021 | -0.030 | 0.021 | 0.277 | 0.106 | -0.076 | 0.262 | 0.270 | -0.008 | 0.000 | 0.000 | 0.047 | 0.085 | 0.327 | 0.046 | 0.052 | 0.000 | 0.000 | 0.136 | -0.447 | 0.077 |
| GarageType | 0.195 | 0.285 | 0.000 | 0.282 | 0.172 | 0.107 | 0.134 | 0.141 | 0.000 | 0.181 | 0.072 | 0.125 | 0.035 | 0.237 | 0.106 | 0.358 | 0.087 | 0.068 | 0.179 | 0.113 | 0.115 | 0.281 | 0.210 | 0.210 | 0.084 | 0.202 | 0.235 | 0.289 | 0.260 | 0.104 | 0.528 | 0.724 | 0.684 | 0.724 | 1.000 | -0.255 | 0.226 | 0.999 | 0.174 | 0.158 | 0.238 | 0.148 | 0.264 | 0.107 | 0.110 | -0.264 | 0.067 | -0.300 | 0.146 | 0.161 | 0.152 | 0.266 | -0.302 | 0.216 | 0.040 | 0.029 | 0.003 | 0.277 | -0.230 | 0.130 | -0.430 | 0.290 | -0.036 | 0.000 | 0.043 | 0.073 | 0.145 | -0.519 | 0.145 | -0.034 | 0.200 | 0.161 | -0.259 | 0.435 | 0.106 |
| GrLivArea | 0.496 | 0.645 | 0.034 | -0.009 | 0.543 | 0.016 | -0.083 | 0.054 | -0.051 | 0.126 | 0.081 | 0.006 | -0.026 | -0.358 | 0.253 | 0.103 | 0.070 | 0.022 | 0.142 | -0.051 | 0.061 | -0.415 | 0.132 | 0.110 | 0.067 | -0.053 | 0.479 | 0.304 | 0.658 | -0.071 | 0.469 | 0.181 | -0.300 | 0.150 | -0.255 | 1.000 | 0.301 | 0.246 | 0.043 | 0.143 | 0.131 | 0.000 | 0.267 | 0.100 | 0.037 | 0.449 | 0.072 | 0.329 | 0.222 | 0.064 | 0.206 | 0.136 | 0.323 | 0.157 | 0.000 | -0.049 | 0.085 | 0.142 | 0.400 | -0.152 | 0.604 | 0.094 | 0.069 | 0.470 | 0.274 | 0.095 | 0.116 | 0.731 | 0.126 | 0.087 | 0.000 | 0.000 | 0.227 | -0.320 | 0.000 |
| HalfBath | 0.123 | 0.449 | 0.000 | 0.000 | 0.251 | 0.094 | 0.105 | 0.015 | 0.000 | 0.098 | 0.092 | 0.152 | 0.154 | 0.173 | 0.121 | 0.130 | 0.073 | 0.070 | 0.089 | 0.076 | 0.051 | 0.150 | 0.129 | 0.123 | 0.048 | 0.173 | 0.165 | 0.161 | 0.230 | 0.058 | 0.161 | 0.118 | 0.197 | 0.110 | 0.226 | 0.301 | 1.000 | 0.152 | 0.031 | 0.095 | 0.268 | 0.193 | 0.145 | 0.000 | 0.041 | 0.146 | 0.027 | 0.094 | 0.086 | -0.019 | 0.281 | 0.095 | 0.170 | 0.101 | 0.029 | -0.032 | -0.004 | 0.221 | 0.268 | -0.072 | 0.298 | 0.084 | 0.028 | 0.000 | 0.000 | 0.100 | 0.111 | 0.342 | 0.048 | 0.060 | 0.000 | 0.000 | 0.107 | -0.216 | 0.049 |
| HasGarage | 0.142 | 0.079 | 0.000 | 0.034 | 0.162 | 0.135 | 0.091 | 0.081 | 0.000 | 0.116 | 0.097 | 0.126 | 0.076 | 0.154 | 0.050 | 0.244 | 0.093 | 0.000 | 0.127 | 0.094 | 0.215 | 0.248 | 0.115 | 0.096 | 0.000 | 0.200 | 0.198 | 0.137 | 0.116 | 0.000 | 0.997 | 1.000 | 0.999 | 1.000 | 0.999 | 0.246 | 0.152 | 1.000 | 0.071 | 0.136 | 0.281 | 0.196 | 0.278 | 0.071 | 0.000 | 0.159 | 0.031 | 0.128 | 0.071 | -0.126 | -0.058 | 0.104 | 0.160 | 0.158 | 0.000 | -0.001 | 0.019 | 0.232 | 0.094 | -0.012 | 0.254 | 0.334 | 0.017 | 0.000 | 0.000 | 0.059 | 0.107 | 0.301 | 0.043 | 0.072 | 0.000 | 0.000 | 0.116 | -0.398 | 0.047 |
| Heating | 0.000 | 0.049 | 0.000 | 0.104 | 0.104 | 0.185 | 0.151 | 0.000 | 0.030 | 0.163 | 0.142 | 0.054 | 0.000 | 0.166 | 0.000 | 0.443 | 0.037 | 0.000 | 0.196 | 0.182 | 0.000 | 0.067 | 0.168 | 0.176 | 0.000 | 0.035 | 0.041 | 0.291 | 0.000 | 0.056 | 0.105 | 0.147 | 0.142 | 0.130 | 0.174 | 0.043 | 0.031 | 0.071 | 1.000 | 0.367 | 0.176 | 0.069 | 0.218 | 0.000 | 0.000 | -0.013 | 0.049 | -0.047 | 0.071 | 0.015 | 0.052 | 0.101 | -0.091 | 0.085 | 0.000 | -0.003 | 0.007 | 0.180 | -0.056 | -0.054 | -0.094 | 0.173 | -0.010 | 0.000 | 0.000 | 0.019 | 0.027 | -0.121 | 0.038 | 0.023 | 0.000 | 0.000 | -0.100 | 0.175 | 0.005 |
| HeatingQC | 0.092 | 0.110 | 0.000 | 0.093 | 0.019 | 0.102 | 0.095 | 0.059 | 0.000 | 0.209 | 0.101 | 0.058 | 0.029 | 0.240 | 0.099 | 0.378 | 0.080 | 0.033 | 0.191 | 0.127 | 0.062 | 0.323 | 0.252 | 0.253 | 0.148 | 0.116 | 0.098 | 0.334 | 0.199 | 0.065 | 0.140 | 0.130 | 0.240 | 0.119 | 0.158 | 0.143 | 0.095 | 0.136 | 0.367 | 1.000 | 0.263 | 0.094 | 0.317 | 0.054 | 0.049 | -0.071 | 0.026 | -0.066 | 0.055 | 0.020 | 0.001 | 0.125 | -0.170 | 0.154 | 0.027 | 0.033 | -0.003 | 0.255 | -0.290 | 0.105 | -0.457 | 0.174 | 0.027 | 0.000 | 0.000 | 0.014 | 0.168 | -0.470 | 0.190 | 0.058 | 0.017 | 0.027 | -0.161 | 0.478 | 0.037 |
| House Category | 0.174 | 0.121 | 0.000 | 0.112 | 0.224 | 0.145 | 0.181 | 0.083 | 0.039 | 0.230 | 0.132 | 0.186 | 0.093 | 0.356 | 0.139 | 0.367 | 0.144 | 0.073 | 0.241 | 0.070 | 0.088 | 0.370 | 0.281 | 0.277 | 0.176 | 0.233 | 0.169 | 0.346 | 0.282 | 0.076 | 0.183 | 0.222 | 0.306 | 0.213 | 0.238 | 0.131 | 0.268 | 0.281 | 0.176 | 0.263 | 1.000 | 0.531 | 0.388 | 0.083 | 0.054 | -0.179 | 0.106 | -0.125 | 0.127 | 0.003 | 0.002 | 0.294 | -0.075 | 0.243 | 0.098 | -0.002 | -0.028 | 0.267 | -0.231 | -0.129 | -0.338 | 0.171 | -0.049 | 0.000 | 0.000 | 0.042 | 0.312 | -0.418 | 0.336 | 0.004 | 0.116 | 0.000 | -0.253 | 0.274 | 0.197 |
| KitchenAbvGr | 0.029 | 0.000 | 0.000 | 0.000 | 0.233 | 0.185 | 0.175 | 0.000 | 0.000 | 0.176 | 0.164 | 0.132 | 0.498 | 0.186 | 0.063 | 0.247 | 0.092 | 0.101 | 0.121 | 0.026 | 0.000 | 0.091 | 0.060 | 0.067 | 0.041 | 0.079 | 0.088 | 0.164 | 0.114 | 0.000 | 0.093 | 0.156 | 0.142 | 0.156 | 0.148 | 0.000 | 0.193 | 0.196 | 0.069 | 0.094 | 0.531 | 1.000 | 0.101 | 0.000 | 0.000 | -0.028 | 0.052 | -0.005 | 0.042 | -0.004 | 0.284 | 0.067 | -0.050 | 0.007 | 0.000 | 0.031 | 0.032 | 0.123 | -0.110 | -0.095 | -0.194 | 0.135 | -0.015 | 0.000 | 0.189 | 0.122 | 0.145 | -0.168 | 0.049 | -0.052 | 0.000 | 0.000 | -0.097 | 0.150 | 0.039 |
| KitchenQual | 0.251 | 0.183 | 0.000 | 0.057 | 0.131 | 0.137 | 0.151 | 0.208 | 0.039 | 0.281 | 0.087 | 0.094 | 0.000 | 0.419 | 0.193 | 0.342 | 0.092 | 0.071 | 0.236 | 0.091 | 0.177 | 0.544 | 0.257 | 0.260 | 0.121 | 0.259 | 0.186 | 0.342 | 0.278 | 0.130 | 0.332 | 0.222 | 0.319 | 0.215 | 0.264 | 0.267 | 0.145 | 0.278 | 0.218 | 0.317 | 0.388 | 0.101 | 1.000 | 0.097 | 0.045 | -0.130 | 0.011 | -0.144 | 0.095 | 0.028 | -0.030 | 0.154 | -0.238 | 0.224 | 0.099 | 0.069 | -0.048 | 0.364 | -0.338 | 0.111 | -0.572 | 0.191 | -0.058 | 0.055 | 0.015 | 0.144 | 0.209 | -0.568 | 0.249 | 0.007 | 0.061 | 0.000 | -0.220 | 0.488 | 0.080 |
| LandContour | 0.096 | 0.058 | 0.073 | 0.110 | 0.111 | 0.061 | 0.193 | 0.139 | 0.048 | 0.087 | 0.000 | 0.105 | 0.026 | 0.093 | 0.064 | 0.128 | 0.029 | 0.069 | 0.069 | 0.027 | 0.000 | 0.134 | 0.126 | 0.123 | 0.053 | 0.075 | 0.067 | 0.096 | 0.111 | 0.041 | 0.109 | 0.042 | 0.102 | 0.056 | 0.107 | 0.100 | 0.000 | 0.071 | 0.000 | 0.054 | 0.083 | 0.000 | 0.097 | 1.000 | 0.457 | -0.081 | 0.066 | 0.003 | 0.126 | -0.046 | -0.003 | 0.051 | 0.089 | 0.088 | 0.000 | 0.006 | -0.031 | 0.171 | 0.057 | -0.032 | 0.016 | 0.116 | -0.011 | 0.000 | 0.242 | 0.128 | 0.072 | -0.012 | 0.069 | -0.008 | 0.114 | 0.000 | -0.016 | -0.091 | 0.150 |
| LandSlope | 0.000 | 0.000 | 0.064 | 0.000 | 0.101 | 0.133 | 0.222 | 0.084 | 0.141 | 0.041 | 0.075 | 0.200 | 0.045 | 0.000 | 0.053 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.093 | 0.143 | 0.126 | 0.014 | 0.032 | 0.156 | 0.039 | 0.124 | 0.112 | 0.040 | 0.000 | 0.000 | 0.000 | 0.110 | 0.037 | 0.041 | 0.000 | 0.000 | 0.049 | 0.054 | 0.000 | 0.045 | 0.457 | 1.000 | 0.118 | 0.084 | 0.026 | 0.119 | 0.014 | -0.021 | 0.014 | -0.041 | 0.048 | 0.047 | 0.036 | -0.003 | 0.115 | -0.026 | 0.019 | -0.049 | 0.000 | -0.017 | 0.000 | 0.271 | 0.165 | 0.030 | 0.051 | 0.038 | 0.065 | 0.176 | 0.000 | 0.072 | 0.081 | 0.114 |
| LotArea | 0.442 | 0.123 | 0.063 | -0.130 | 0.339 | 0.023 | -0.177 | 0.172 | 0.073 | -0.047 | -0.047 | 0.096 | 0.046 | -0.131 | 0.075 | 0.106 | 0.067 | 0.021 | 0.078 | -0.070 | 0.033 | -0.130 | 0.079 | 0.078 | 0.059 | -0.052 | 0.350 | 0.059 | 0.233 | -0.036 | 0.368 | 0.149 | -0.138 | 0.150 | -0.264 | 0.449 | 0.146 | 0.159 | -0.013 | -0.071 | -0.179 | -0.028 | -0.130 | -0.081 | 0.118 | 1.000 | 0.091 | 0.553 | 0.266 | -0.020 | -0.266 | 0.000 | 0.178 | 0.103 | 0.180 | 0.060 | 0.007 | 0.000 | 0.178 | -0.044 | 0.234 | 0.034 | 0.085 | 0.133 | 0.360 | 0.119 | 0.000 | 0.458 | 0.000 | 0.093 | 0.291 | 0.000 | 0.186 | -0.102 | 0.112 |
| LotConfig | 0.065 | 0.075 | 0.068 | 0.076 | 0.025 | 0.000 | 0.059 | 0.058 | 0.031 | 0.066 | 0.000 | 0.000 | 0.040 | 0.073 | 0.012 | 0.068 | 0.099 | 0.021 | 0.042 | 0.067 | 0.000 | 0.019 | 0.092 | 0.100 | 0.023 | 0.057 | 0.054 | 0.060 | 0.044 | 0.006 | 0.059 | 0.029 | 0.039 | 0.024 | 0.067 | 0.072 | 0.027 | 0.031 | 0.049 | 0.026 | 0.106 | 0.052 | 0.011 | 0.066 | 0.084 | 0.091 | 1.000 | -0.154 | 0.221 | -0.020 | 0.053 | 0.089 | 0.013 | 0.000 | 0.000 | -0.018 | 0.011 | 0.083 | -0.021 | -0.051 | -0.015 | 0.039 | -0.053 | 0.028 | 0.107 | 0.044 | 0.009 | -0.060 | 0.000 | -0.016 | 0.000 | 0.089 | -0.008 | -0.020 | 0.260 |
| LotFrontage | 0.386 | 0.045 | 0.053 | -0.219 | 0.293 | 0.111 | -0.135 | 0.152 | 0.053 | -0.062 | -0.028 | 0.079 | 0.001 | -0.114 | 0.096 | 0.120 | -0.013 | 0.005 | 0.096 | -0.100 | 0.080 | -0.155 | 0.027 | 0.053 | 0.026 | -0.023 | 0.213 | 0.108 | 0.192 | 0.024 | 0.345 | 0.147 | -0.189 | 0.154 | -0.300 | 0.329 | 0.094 | 0.128 | -0.047 | -0.066 | -0.125 | -0.005 | -0.144 | 0.003 | 0.026 | 0.553 | -0.154 | 1.000 | 0.243 | -0.035 | -0.279 | 0.266 | 0.245 | 0.136 | 0.052 | 0.023 | 0.023 | 0.155 | 0.151 | -0.072 | 0.230 | 0.058 | 0.077 | 0.342 | 0.277 | 0.134 | 0.087 | 0.376 | 0.089 | 0.040 | 0.103 | 0.000 | 0.100 | -0.138 | 0.360 |
| LotShape | 0.207 | 0.149 | 0.016 | 0.115 | 0.032 | 0.060 | 0.106 | 0.206 | 0.056 | 0.065 | 0.065 | 0.094 | 0.045 | 0.143 | 0.041 | 0.108 | 0.064 | 0.075 | 0.077 | 0.060 | 0.000 | 0.114 | 0.095 | 0.103 | 0.043 | 0.122 | 0.141 | 0.110 | 0.105 | 0.000 | 0.157 | 0.068 | 0.143 | 0.081 | 0.146 | 0.222 | 0.086 | 0.071 | 0.071 | 0.055 | 0.127 | 0.042 | 0.095 | 0.126 | 0.119 | 0.266 | 0.221 | 0.243 | 1.000 | 0.043 | 0.072 | 0.192 | -0.105 | 0.068 | 0.000 | -0.023 | -0.036 | 0.182 | -0.127 | 0.019 | -0.201 | 0.076 | -0.024 | 0.107 | 0.104 | 0.000 | 0.030 | -0.309 | 0.000 | -0.047 | 0.034 | 0.000 | -0.172 | 0.188 | 0.333 |
| LowQualFinSF | -0.039 | 0.058 | 0.022 | 0.094 | 0.021 | -0.044 | 0.069 | -0.079 | 0.001 | 0.090 | -0.008 | -0.061 | -0.011 | 0.083 | 0.020 | -0.048 | -0.023 | 0.089 | -0.034 | 0.048 | -0.049 | 0.015 | 0.018 | 0.008 | -0.017 | -0.007 | -0.044 | -0.073 | 0.001 | -0.046 | -0.048 | -0.122 | 0.029 | -0.113 | 0.161 | 0.064 | -0.019 | -0.126 | 0.015 | 0.020 | 0.003 | -0.004 | 0.028 | -0.046 | 0.014 | -0.020 | -0.020 | -0.035 | 0.043 | 1.000 | 0.076 | 0.154 | -0.107 | 0.000 | 0.098 | 0.029 | -0.004 | 0.061 | 0.011 | 0.039 | -0.034 | 0.092 | 0.066 | 0.117 | 0.080 | 0.000 | 0.000 | -0.067 | 0.000 | -0.019 | 0.000 | 0.000 | -0.042 | 0.068 | 0.000 |
| MSSubClass | -0.275 | 0.488 | -0.036 | 0.133 | 0.070 | -0.038 | -0.066 | -0.107 | -0.084 | 0.080 | 0.065 | -0.041 | 0.002 | -0.121 | -0.115 | -0.107 | 0.026 | 0.048 | 0.046 | 0.013 | 0.013 | -0.055 | -0.050 | -0.089 | 0.025 | 0.073 | 0.021 | 0.069 | 0.199 | 0.028 | -0.046 | -0.071 | -0.048 | -0.069 | 0.152 | 0.206 | 0.281 | -0.058 | 0.052 | 0.001 | 0.002 | 0.284 | -0.030 | -0.003 | -0.021 | -0.266 | 0.053 | -0.279 | 0.072 | 0.076 | 1.000 | 0.336 | 0.026 | 0.162 | 0.060 | -0.033 | 0.020 | 0.251 | 0.033 | -0.074 | 0.111 | 0.176 | 0.033 | 0.090 | 0.087 | 0.169 | 0.170 | 0.009 | 0.116 | -0.022 | 0.103 | 0.000 | 0.023 | -0.052 | 0.108 |
| MSZoning | 0.232 | 0.226 | 0.000 | 0.368 | 0.168 | 0.078 | 0.098 | 0.140 | 0.047 | 0.164 | 0.075 | 0.093 | 0.034 | 0.186 | 0.105 | 0.204 | 0.048 | 0.062 | 0.106 | 0.157 | 0.088 | 0.194 | 0.223 | 0.235 | 0.049 | 0.168 | 0.160 | 0.270 | 0.180 | 0.085 | 0.210 | 0.120 | 0.212 | 0.161 | 0.266 | 0.136 | 0.095 | 0.104 | 0.101 | 0.125 | 0.294 | 0.067 | 0.154 | 0.051 | 0.014 | 0.000 | 0.089 | 0.266 | 0.192 | 0.154 | 0.336 | 1.000 | -0.093 | 0.115 | 0.000 | 0.003 | -0.033 | 0.660 | -0.178 | 0.185 | -0.209 | 0.175 | -0.015 | 0.000 | 0.044 | 0.077 | 0.126 | -0.335 | 0.113 | -0.011 | 0.065 | 0.000 | -0.079 | 0.277 | 0.103 |
| MasVnrArea | 0.352 | 0.064 | 0.041 | -0.123 | 0.113 | 0.099 | -0.162 | 0.241 | -0.062 | -0.086 | 0.090 | 0.121 | 0.033 | -0.266 | 0.075 | 0.175 | -0.021 | -0.024 | 0.154 | -0.180 | 0.108 | -0.317 | -0.042 | -0.046 | 0.055 | -0.042 | 0.255 | 0.249 | 0.291 | 0.096 | 0.365 | 0.192 | -0.263 | 0.220 | -0.302 | 0.323 | 0.170 | 0.160 | -0.091 | -0.170 | -0.075 | -0.050 | -0.238 | 0.089 | -0.041 | 0.178 | 0.013 | 0.245 | -0.105 | -0.107 | 0.026 | -0.093 | 1.000 | 0.403 | 0.000 | -0.050 | 0.017 | 0.141 | 0.208 | -0.180 | 0.413 | 0.076 | 0.005 | 0.030 | 0.141 | 0.187 | 0.098 | 0.422 | 0.137 | 0.038 | 0.000 | 0.170 | 0.174 | -0.338 | 0.000 |
| MasVnrType | 0.213 | 0.112 | 0.000 | 0.129 | 0.053 | 0.060 | 0.126 | 0.166 | 0.095 | 0.201 | 0.072 | 0.085 | 0.052 | 0.254 | 0.168 | 0.179 | 0.039 | 0.000 | 0.109 | 0.098 | 0.064 | 0.249 | 0.212 | 0.201 | 0.097 | 0.200 | 0.130 | 0.213 | 0.175 | 0.128 | 0.244 | 0.135 | 0.222 | 0.156 | 0.216 | 0.157 | 0.101 | 0.158 | 0.085 | 0.154 | 0.243 | 0.007 | 0.224 | 0.088 | 0.048 | 0.103 | 0.000 | 0.136 | 0.068 | 0.000 | 0.162 | 0.115 | 0.403 | 1.000 | 0.074 | 0.021 | 0.002 | 0.324 | -0.021 | 0.022 | -0.081 | 0.149 | 0.007 | 0.000 | 0.000 | 0.160 | 0.197 | -0.093 | 0.235 | -0.030 | 0.000 | 0.000 | -0.053 | 0.019 | 0.133 |
| MiscFeature | 0.023 | 0.000 | 0.114 | 0.000 | 0.000 | 0.000 | 0.024 | 0.000 | 0.037 | 0.077 | 0.028 | 0.034 | 0.000 | 0.076 | 0.000 | 0.000 | 0.000 | 0.021 | 0.003 | 0.000 | 0.123 | 0.107 | 0.095 | 0.100 | 0.120 | 0.082 | 0.049 | 0.133 | 0.041 | 0.080 | 0.089 | 0.000 | 0.000 | 0.021 | 0.040 | 0.000 | 0.029 | 0.000 | 0.000 | 0.027 | 0.098 | 0.000 | 0.099 | 0.000 | 0.047 | 0.180 | 0.000 | 0.052 | 0.000 | 0.098 | 0.060 | 0.000 | 0.000 | 0.074 | 1.000 | 0.980 | 0.016 | 0.080 | -0.037 | 0.087 | -0.096 | 0.000 | 0.039 | 0.000 | 0.000 | 0.000 | 0.043 | -0.069 | 0.058 | 0.011 | 0.127 | 0.000 | 0.011 | 0.066 | 0.039 |
| MiscVal | -0.033 | -0.005 | 0.005 | 0.012 | 0.013 | -0.008 | 0.036 | 0.006 | 0.030 | -0.058 | -0.051 | -0.006 | 0.032 | 0.054 | -0.045 | -0.009 | -0.012 | 0.055 | 0.033 | 0.039 | -0.018 | 0.047 | -0.015 | -0.025 | -0.026 | 0.101 | -0.008 | -0.087 | -0.048 | -0.096 | -0.035 | -0.014 | 0.021 | -0.030 | 0.029 | -0.049 | -0.032 | -0.001 | -0.003 | 0.033 | -0.002 | 0.031 | 0.069 | 0.006 | 0.036 | 0.060 | -0.018 | 0.023 | -0.023 | 0.029 | -0.033 | 0.003 | -0.050 | 0.021 | 0.980 | 1.000 | 0.011 | 0.000 | -0.034 | 0.086 | -0.088 | 0.089 | 0.041 | 0.157 | 0.000 | 0.122 | 0.000 | -0.062 | 0.000 | 0.015 | 0.000 | 0.000 | 0.017 | 0.063 | 0.062 |
| MoSold | 0.051 | 0.049 | 0.037 | -0.019 | 0.057 | -0.023 | -0.019 | -0.017 | -0.026 | 0.040 | 0.029 | -0.027 | 0.037 | -0.008 | 0.037 | 0.015 | 0.005 | 0.022 | -0.004 | -0.026 | 0.020 | -0.040 | -0.000 | 0.006 | 0.028 | -0.052 | 0.048 | 0.007 | 0.070 | 0.019 | 0.031 | 0.012 | 0.018 | 0.021 | 0.003 | 0.085 | -0.004 | 0.019 | 0.007 | -0.003 | -0.028 | 0.032 | -0.048 | -0.031 | -0.003 | 0.007 | 0.011 | 0.023 | -0.036 | -0.004 | 0.020 | -0.033 | 0.017 | 0.002 | 0.016 | 0.011 | 1.000 | 0.037 | 0.062 | -0.008 | 0.059 | 0.000 | -0.023 | 0.047 | 0.000 | 0.000 | 0.063 | 0.070 | 0.068 | 0.024 | 0.058 | 0.047 | 0.039 | -0.029 | 0.042 |
| Neighborhood | 0.146 | 0.160 | 0.000 | 0.457 | 0.132 | 0.108 | 0.180 | 0.150 | 0.072 | 0.240 | 0.126 | 0.123 | 0.104 | 0.413 | 0.138 | 0.263 | 0.184 | 0.056 | 0.196 | 0.115 | 0.106 | 0.405 | 0.302 | 0.304 | 0.201 | 0.240 | 0.223 | 0.457 | 0.302 | 0.177 | 0.202 | 0.232 | 0.334 | 0.277 | 0.277 | 0.142 | 0.221 | 0.232 | 0.180 | 0.255 | 0.267 | 0.123 | 0.364 | 0.171 | 0.115 | 0.000 | 0.083 | 0.155 | 0.182 | 0.061 | 0.251 | 0.660 | 0.141 | 0.324 | 0.080 | 0.000 | 0.037 | 1.000 | 0.044 | 0.027 | 0.054 | 0.233 | -0.023 | 0.066 | 0.073 | 0.153 | 0.242 | 0.048 | 0.296 | 0.026 | 0.006 | 0.000 | 0.001 | 0.026 | 0.247 |
| OpenPorchSF | 0.233 | 0.228 | 0.018 | 0.033 | 0.105 | 0.058 | -0.101 | 0.077 | -0.068 | 0.024 | 0.110 | 0.082 | -0.040 | -0.343 | 0.158 | 0.091 | 0.034 | 0.006 | 0.148 | -0.167 | 0.060 | -0.381 | 0.119 | 0.101 | 0.034 | -0.007 | 0.220 | 0.356 | 0.373 | 0.079 | 0.337 | 0.123 | -0.297 | 0.106 | -0.230 | 0.400 | 0.268 | 0.094 | -0.056 | -0.290 | -0.231 | -0.110 | -0.338 | 0.057 | -0.026 | 0.178 | -0.021 | 0.151 | -0.127 | 0.011 | 0.033 | -0.178 | 0.208 | -0.021 | -0.037 | -0.034 | 0.062 | 0.044 | 1.000 | -0.132 | 0.433 | 0.034 | 0.037 | 0.108 | 0.098 | 0.058 | 0.097 | 0.477 | 0.125 | 0.007 | 0.038 | 0.045 | 0.125 | -0.393 | 0.000 |
| OverallCond | -0.164 | -0.000 | 0.032 | 0.074 | -0.003 | 0.031 | 0.056 | -0.007 | 0.101 | -0.095 | -0.062 | -0.049 | 0.115 | 0.305 | -0.129 | 0.100 | 0.040 | 0.056 | 0.046 | 0.113 | -0.227 | 0.261 | -0.089 | -0.074 | -0.045 | -0.000 | -0.043 | -0.369 | -0.260 | 0.054 | -0.201 | -0.038 | 0.216 | -0.076 | 0.130 | -0.152 | -0.072 | -0.012 | -0.054 | 0.105 | -0.129 | -0.095 | 0.111 | -0.032 | 0.019 | -0.044 | -0.051 | -0.072 | 0.019 | 0.039 | -0.074 | 0.185 | -0.180 | 0.022 | 0.087 | 0.086 | -0.008 | 0.027 | -0.132 | 1.000 | -0.177 | 0.188 | -0.006 | 0.000 | 0.000 | 0.052 | 0.147 | -0.127 | 0.175 | 0.074 | 0.068 | 0.000 | -0.044 | 0.340 | 0.037 |
| OverallQual | 0.408 | 0.292 | 0.034 | -0.063 | 0.126 | 0.113 | -0.269 | 0.130 | -0.116 | 0.073 | 0.195 | 0.095 | -0.050 | -0.583 | 0.274 | 0.248 | 0.080 | -0.026 | 0.248 | -0.162 | 0.128 | -0.669 | 0.153 | 0.141 | 0.073 | -0.149 | 0.424 | 0.540 | 0.578 | 0.175 | 0.540 | 0.296 | -0.438 | 0.262 | -0.430 | 0.604 | 0.298 | 0.254 | -0.094 | -0.457 | -0.338 | -0.194 | -0.572 | 0.016 | -0.049 | 0.234 | -0.015 | 0.230 | -0.201 | -0.034 | 0.111 | -0.209 | 0.413 | -0.081 | -0.096 | -0.088 | 0.059 | 0.054 | 0.433 | -0.177 | 1.000 | 0.175 | 0.057 | 0.166 | 0.118 | 0.204 | 0.200 | 0.809 | 0.246 | 0.048 | 0.072 | 0.000 | 0.263 | -0.637 | 0.099 |
| PavedDrive | 0.104 | 0.112 | 0.000 | 0.221 | 0.098 | 0.169 | 0.112 | 0.108 | 0.000 | 0.192 | 0.094 | 0.085 | 0.017 | 0.194 | 0.095 | 0.335 | 0.094 | 0.027 | 0.184 | 0.194 | 0.154 | 0.192 | 0.169 | 0.155 | 0.008 | 0.121 | 0.108 | 0.235 | 0.098 | 0.077 | 0.270 | 0.283 | 0.269 | 0.270 | 0.290 | 0.094 | 0.084 | 0.334 | 0.173 | 0.174 | 0.171 | 0.135 | 0.191 | 0.116 | 0.000 | 0.034 | 0.039 | 0.058 | 0.076 | 0.092 | 0.176 | 0.175 | 0.076 | 0.149 | 0.000 | 0.089 | 0.000 | 0.233 | 0.034 | 0.188 | 0.175 | 1.000 | 0.021 | 0.000 | 0.016 | 0.079 | 0.059 | 0.280 | 0.052 | 0.044 | 0.000 | 0.000 | 0.126 | -0.325 | 0.037 |
| PoolArea | 0.071 | 0.062 | -0.009 | -0.018 | 0.072 | 0.023 | -0.046 | 0.058 | 0.068 | -0.039 | -0.059 | 0.070 | 0.026 | -0.017 | -0.037 | 0.018 | 0.023 | -0.007 | 0.021 | 0.004 | -0.033 | -0.032 | -0.012 | -0.033 | 0.048 | -0.021 | 0.084 | 0.004 | 0.043 | 0.019 | 0.043 | -0.010 | -0.025 | -0.008 | -0.036 | 0.069 | 0.028 | 0.017 | -0.010 | 0.027 | -0.049 | -0.015 | -0.058 | -0.011 | -0.017 | 0.085 | -0.053 | 0.077 | -0.024 | 0.066 | 0.033 | -0.015 | 0.005 | 0.007 | 0.039 | 0.041 | -0.023 | -0.023 | 0.037 | -0.006 | 0.057 | 0.021 | 1.000 | 0.999 | 0.231 | 0.118 | 0.100 | 0.059 | 0.000 | 0.019 | 0.000 | 0.000 | 0.050 | -0.003 | 0.037 |
| PoolQC | 0.383 | 0.283 | 0.000 | 0.000 | 0.070 | 0.000 | 0.026 | 0.396 | 0.075 | 0.000 | 0.145 | 0.095 | 0.000 | 0.011 | 0.000 | 0.000 | 0.047 | 0.000 | 0.000 | 0.372 | 0.000 | 0.003 | 0.090 | 0.091 | 0.127 | 0.112 | 0.174 | 0.000 | 0.117 | 0.000 | 0.213 | 0.020 | 0.000 | 0.000 | 0.000 | 0.470 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.055 | 0.000 | 0.000 | 0.133 | 0.028 | 0.342 | 0.107 | 0.117 | 0.090 | 0.000 | 0.030 | 0.000 | 0.000 | 0.157 | 0.047 | 0.066 | 0.108 | 0.000 | 0.166 | 0.000 | 0.999 | 1.000 | 0.100 | 0.062 | 0.072 | 0.059 | 0.000 | 0.019 | 0.000 | 0.000 | 0.050 | -0.003 | 0.000 |
| RoofMatl | 0.308 | 0.139 | 0.056 | 0.000 | 0.165 | 0.056 | 0.241 | 0.200 | 0.147 | 0.015 | 0.047 | 0.187 | 0.135 | 0.000 | 0.012 | 0.000 | 0.056 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.221 | 0.195 | 0.021 | 0.089 | 0.127 | 0.058 | 0.117 | 0.050 | 0.107 | 0.044 | 0.000 | 0.000 | 0.043 | 0.274 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.189 | 0.015 | 0.242 | 0.271 | 0.360 | 0.107 | 0.277 | 0.104 | 0.080 | 0.087 | 0.044 | 0.141 | 0.000 | 0.000 | 0.000 | 0.000 | 0.073 | 0.098 | 0.000 | 0.118 | 0.016 | 0.231 | 0.100 | 1.000 | 0.501 | 0.028 | 0.084 | 0.000 | 0.078 | 0.000 | 0.000 | 0.049 | 0.044 | 0.029 |
| RoofStyle | 0.231 | 0.160 | 0.049 | 0.108 | 0.077 | 0.000 | 0.098 | 0.156 | 0.137 | 0.044 | 0.064 | 0.093 | 0.078 | 0.197 | 0.156 | 0.044 | 0.033 | 0.000 | 0.000 | 0.125 | 0.074 | 0.188 | 0.106 | 0.109 | 0.004 | 0.118 | 0.094 | 0.097 | 0.065 | 0.060 | 0.103 | 0.074 | 0.113 | 0.047 | 0.073 | 0.095 | 0.100 | 0.059 | 0.019 | 0.014 | 0.042 | 0.122 | 0.144 | 0.128 | 0.165 | 0.119 | 0.044 | 0.134 | 0.000 | 0.000 | 0.169 | 0.077 | 0.187 | 0.160 | 0.000 | 0.122 | 0.000 | 0.153 | 0.058 | 0.052 | 0.204 | 0.079 | 0.118 | 0.062 | 0.501 | 1.000 | 0.062 | 0.151 | 0.058 | 0.101 | 0.000 | 0.000 | 0.074 | 0.008 | 0.008 |
| SaleCondition | 0.135 | 0.050 | 0.000 | 0.011 | 0.099 | 0.077 | 0.109 | 0.107 | 0.021 | 0.140 | 0.066 | 0.136 | 0.096 | 0.249 | 0.172 | 0.087 | 0.000 | 0.000 | 0.077 | 0.089 | 0.049 | 0.234 | 0.186 | 0.189 | 0.108 | 0.161 | 0.083 | 0.190 | 0.157 | 0.074 | 0.187 | 0.083 | 0.164 | 0.085 | 0.145 | 0.116 | 0.111 | 0.107 | 0.027 | 0.168 | 0.312 | 0.145 | 0.209 | 0.072 | 0.030 | 0.000 | 0.009 | 0.087 | 0.030 | 0.000 | 0.170 | 0.126 | 0.098 | 0.197 | 0.043 | 0.000 | 0.063 | 0.242 | 0.097 | 0.147 | 0.200 | 0.059 | 0.100 | 0.072 | 0.028 | 0.062 | 1.000 | 0.273 | 0.733 | -0.039 | 0.045 | 0.085 | 0.053 | -0.367 | 0.135 |
| SalePrice | 0.577 | 0.294 | 0.066 | -0.128 | 0.237 | 0.128 | -0.323 | 0.300 | -0.037 | -0.070 | 0.122 | 0.223 | -0.011 | -0.570 | 0.186 | 0.314 | 0.036 | -0.050 | 0.295 | -0.219 | 0.127 | -0.631 | 0.132 | 0.130 | 0.075 | -0.117 | 0.521 | 0.548 | 0.636 | 0.137 | 0.649 | 0.351 | -0.477 | 0.327 | -0.519 | 0.731 | 0.342 | 0.301 | -0.121 | -0.470 | -0.418 | -0.168 | -0.568 | -0.012 | 0.051 | 0.458 | -0.060 | 0.376 | -0.309 | -0.067 | 0.009 | -0.335 | 0.422 | -0.093 | -0.069 | -0.062 | 0.070 | 0.048 | 0.477 | -0.127 | 0.809 | 0.280 | 0.059 | 0.059 | 0.084 | 0.151 | 0.273 | 1.000 | 0.254 | 0.102 | 0.000 | 0.000 | 0.356 | -0.632 | 0.111 |
| SaleType | 0.177 | 0.055 | 0.000 | 0.000 | 0.000 | 0.084 | 0.120 | 0.125 | 0.103 | 0.164 | 0.066 | 0.000 | 0.046 | 0.302 | 0.198 | 0.080 | 0.000 | 0.000 | 0.061 | 0.063 | 0.083 | 0.289 | 0.212 | 0.215 | 0.100 | 0.191 | 0.092 | 0.238 | 0.176 | 0.075 | 0.228 | 0.046 | 0.189 | 0.046 | 0.145 | 0.126 | 0.048 | 0.043 | 0.038 | 0.190 | 0.336 | 0.049 | 0.249 | 0.069 | 0.038 | 0.000 | 0.000 | 0.089 | 0.000 | 0.000 | 0.116 | 0.113 | 0.137 | 0.235 | 0.058 | 0.000 | 0.068 | 0.296 | 0.125 | 0.175 | 0.246 | 0.052 | 0.000 | 0.000 | 0.000 | 0.058 | 0.733 | 0.254 | 1.000 | 0.024 | 0.012 | 0.110 | -0.010 | 0.332 | 0.127 |
| ScreenPorch | 0.108 | 0.012 | -0.038 | -0.043 | 0.034 | 0.030 | -0.017 | 0.073 | 0.058 | -0.039 | -0.027 | 0.031 | 0.038 | 0.029 | -0.012 | 0.039 | -0.004 | -0.030 | 0.000 | -0.081 | -0.013 | 0.030 | 0.001 | 0.013 | -0.008 | -0.040 | 0.180 | -0.072 | -0.036 | -0.039 | 0.030 | 0.079 | 0.006 | 0.052 | -0.034 | 0.087 | 0.060 | 0.072 | 0.023 | 0.058 | 0.004 | -0.052 | 0.007 | -0.008 | 0.065 | 0.093 | -0.016 | 0.040 | -0.047 | -0.019 | -0.022 | -0.011 | 0.038 | -0.030 | 0.011 | 0.015 | 0.024 | 0.026 | 0.007 | 0.074 | 0.048 | 0.044 | 0.019 | 0.019 | 0.078 | 0.101 | -0.039 | 0.102 | 0.024 | 1.000 | 0.075 | 0.214 | -0.091 | 0.063 | 0.000 |
| Street | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.087 | 0.021 | 0.048 | 0.000 | 0.104 | 0.091 | 0.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.321 | 0.032 | 0.030 | 0.000 | 0.000 | 0.060 | 0.057 | 0.021 | 0.000 | 0.259 | 0.000 | 0.000 | 0.000 | 0.200 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.116 | 0.000 | 0.061 | 0.114 | 0.176 | 0.291 | 0.000 | 0.103 | 0.034 | 0.000 | 0.103 | 0.065 | 0.000 | 0.000 | 0.127 | 0.000 | 0.058 | 0.006 | 0.038 | 0.068 | 0.072 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.045 | 0.000 | 0.012 | 0.075 | 1.000 | 0.000 | 0.014 | -0.044 | 0.000 |
| Utilities | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.184 | 0.000 | 0.117 | 0.000 | 0.102 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.093 | 0.000 | 0.000 | 0.000 | 0.019 | 0.026 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.161 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.089 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.170 | 0.000 | 0.000 | 0.000 | 0.047 | 0.000 | 0.045 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.085 | 0.000 | 0.110 | 0.214 | 0.000 | 1.000 | -0.024 | 0.024 | 0.000 |
| WoodDeckSF | 0.222 | 0.070 | -0.028 | -0.129 | 0.055 | 0.054 | -0.286 | 0.180 | 0.069 | -0.094 | -0.019 | 0.170 | 0.049 | -0.268 | -0.034 | 0.167 | -0.024 | 0.008 | 0.181 | -0.158 | 0.028 | -0.234 | 0.038 | 0.029 | 0.019 | -0.028 | 0.212 | 0.236 | 0.229 | 0.004 | 0.250 | 0.149 | -0.227 | 0.136 | -0.259 | 0.227 | 0.107 | 0.116 | -0.100 | -0.161 | -0.253 | -0.097 | -0.220 | -0.016 | 0.072 | 0.186 | -0.008 | 0.100 | -0.172 | -0.042 | 0.023 | -0.079 | 0.174 | -0.053 | 0.011 | 0.017 | 0.039 | 0.001 | 0.125 | -0.044 | 0.263 | 0.126 | 0.050 | 0.050 | 0.049 | 0.074 | 0.053 | 0.356 | -0.010 | -0.091 | 0.014 | -0.024 | 1.000 | -0.296 | 0.086 |
| YearsSinceGarage | -0.270 | -0.091 | -0.030 | 0.123 | 0.035 | -0.105 | 0.278 | -0.111 | 0.119 | -0.029 | -0.158 | -0.103 | 0.071 | 0.628 | -0.184 | -0.316 | -0.021 | 0.023 | -0.324 | 0.310 | -0.212 | 0.628 | -0.138 | -0.149 | -0.042 | 0.087 | -0.161 | -0.681 | -0.525 | -0.160 | -0.655 | -0.438 | 0.395 | -0.447 | 0.435 | -0.320 | -0.216 | -0.398 | 0.175 | 0.478 | 0.274 | 0.150 | 0.488 | -0.091 | 0.081 | -0.102 | -0.020 | -0.138 | 0.188 | 0.068 | -0.052 | 0.277 | -0.338 | 0.019 | 0.066 | 0.063 | -0.029 | 0.026 | -0.393 | 0.340 | -0.637 | -0.325 | -0.003 | -0.003 | 0.044 | 0.008 | -0.367 | -0.632 | 0.332 | 0.063 | -0.044 | 0.024 | -0.296 | 1.000 | 0.047 |
| fillna_LotFrontage | 0.069 | 0.070 | 0.000 | 0.074 | 0.059 | 0.046 | 0.007 | 0.097 | 0.082 | 0.098 | 0.069 | 0.054 | 0.019 | 0.111 | 0.090 | 0.063 | 0.000 | 0.000 | 0.031 | 0.035 | 0.027 | 0.026 | 0.175 | 0.195 | 0.000 | 0.174 | 0.127 | 0.121 | 0.011 | 0.000 | 0.118 | 0.047 | 0.053 | 0.077 | 0.106 | 0.000 | 0.049 | 0.047 | 0.005 | 0.037 | 0.197 | 0.039 | 0.080 | 0.150 | 0.114 | 0.112 | 0.260 | 0.360 | 0.333 | 0.000 | 0.108 | 0.103 | 0.000 | 0.133 | 0.039 | 0.062 | 0.042 | 0.247 | 0.000 | 0.037 | 0.099 | 0.037 | 0.037 | 0.000 | 0.029 | 0.008 | 0.135 | 0.111 | 0.127 | 0.000 | 0.000 | 0.000 | 0.086 | 0.047 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| MSSubClass | MSZoning | LotFrontage | LotArea | Street | Alley | LotShape | LandContour | Utilities | LotConfig | LandSlope | Neighborhood | Condition1 | Condition2 | OverallQual | OverallCond | RoofStyle | RoofMatl | Exterior1st | Exterior2nd | MasVnrType | MasVnrArea | ExterQual | ExterCond | Foundation | BsmtQual | BsmtCond | BsmtExposure | BsmtFinType1 | BsmtFinSF1 | BsmtFinType2 | BsmtFinSF2 | BsmtUnfSF | Heating | HeatingQC | CentralAir | Electrical | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | KitchenQual | Functional | Fireplaces | FireplaceQu | GarageType | GarageFinish | GarageArea | GarageQual | GarageCond | PavedDrive | WoodDeckSF | OpenPorchSF | EnclosedPorch | 3SsnPorch | ScreenPorch | PoolArea | PoolQC | Fence | MiscFeature | MiscVal | MoSold | SaleType | SaleCondition | SalePrice | House Category | HasGarage | YearsSinceGarage | fillna_LotFrontage | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 60 | RL | 65.0 | 8450 | Pave | NoAlley | Reg | Lvl | AllPub | Inside | Gtl | CollgCr | Norm | Norm | 7 | 5 | Gable | CompShg | VinylSd | VinylSd | BrkFace | 196.0 | Gd | TA | PConc | Gd | TA | No | GLQ | 706 | Unf | 0 | 150 | GasA | Ex | Y | SBrkr | 856 | 854 | 0 | 1710 | 1 | 0 | 2 | 1 | 3 | 1 | Gd | Typ | 0 | NoFireplace | Attchd | RFn | 548 | TA | TA | Y | 0 | 61 | 0 | 0 | 0 | 0 | NoPool | NoFence | NoMisc | 0 | 2 | WD | Normal | 208500 | Modern Family Home | 1 | 5.0 | 0 |
| 1 | 20 | RL | 80.0 | 9600 | Pave | NoAlley | Reg | Lvl | AllPub | Other | Gtl | Other | Feedr | Norm | 6 | 8 | Gable | CompShg | MetalSd | MetalSd | NoMasVnr | 0.0 | TA | TA | CBlock | Gd | TA | Gd | ALQ | 978 | Unf | 0 | 284 | GasA | Ex | Y | SBrkr | 1262 | 0 | 0 | 1262 | 0 | 1 | 2 | 0 | 3 | 1 | TA | Typ | 1 | TA | Attchd | RFn | 460 | TA | TA | Y | 298 | 0 | 0 | 0 | 0 | 0 | NoPool | NoFence | NoMisc | 0 | 5 | WD | Normal | 181500 | Contemporary Family Home | 1 | 31.0 | 0 |
| 2 | 60 | RL | 68.0 | 11250 | Pave | NoAlley | IR1 | Lvl | AllPub | Inside | Gtl | CollgCr | Norm | Norm | 7 | 5 | Gable | CompShg | VinylSd | VinylSd | BrkFace | 162.0 | Gd | TA | PConc | Gd | TA | Mn | GLQ | 486 | Unf | 0 | 434 | GasA | Ex | Y | SBrkr | 920 | 866 | 0 | 1786 | 1 | 0 | 2 | 1 | 3 | 1 | Gd | Typ | 1 | TA | Attchd | RFn | 608 | TA | TA | Y | 0 | 42 | 0 | 0 | 0 | 0 | NoPool | NoFence | NoMisc | 0 | 9 | WD | Normal | 223500 | Contemporary Family Home | 1 | 7.0 | 0 |
| 3 | 70 | RL | 60.0 | 9550 | Pave | NoAlley | IR1 | Lvl | AllPub | Corner | Gtl | Other | Norm | Norm | 7 | 5 | Gable | CompShg | Wd Sdng | Other | NoMasVnr | 0.0 | TA | TA | BrkTil | TA | Gd | No | ALQ | 216 | Unf | 0 | 540 | GasA | Gd | Y | SBrkr | 961 | 756 | 0 | 1717 | 1 | 0 | 1 | 0 | 3 | 1 | Gd | Typ | 1 | Gd | Detchd | Unf | 642 | TA | TA | Y | 0 | 35 | 272 | 0 | 0 | 0 | NoPool | NoFence | NoMisc | 0 | 2 | WD | Abnorml | 140000 | Vintage Family Home | 1 | 8.0 | 0 |
| 4 | 60 | RL | 84.0 | 14260 | Pave | NoAlley | IR1 | Lvl | AllPub | Other | Gtl | Other | Norm | Norm | 8 | 5 | Gable | CompShg | VinylSd | VinylSd | BrkFace | 350.0 | Gd | TA | PConc | Gd | TA | Av | GLQ | 655 | Unf | 0 | 490 | GasA | Ex | Y | SBrkr | 1145 | 1053 | 0 | 2198 | 1 | 0 | 2 | 1 | 4 | 1 | Gd | Typ | 1 | TA | Attchd | RFn | 836 | TA | TA | Y | 192 | 84 | 0 | 0 | 0 | 0 | NoPool | NoFence | NoMisc | 0 | 12 | WD | Normal | 250000 | Contemporary Family Home | 1 | 8.0 | 0 |
| 5 | 50 | RL | 85.0 | 14115 | Pave | NoAlley | IR1 | Lvl | AllPub | Inside | Gtl | Other | Norm | Norm | 5 | 5 | Gable | CompShg | VinylSd | VinylSd | NoMasVnr | 0.0 | TA | TA | Other | Gd | TA | No | GLQ | 732 | Unf | 0 | 64 | GasA | Ex | Y | SBrkr | 796 | 566 | 0 | 1362 | 1 | 0 | 1 | 1 | 1 | 1 | TA | Typ | 0 | NoFireplace | Attchd | Unf | 480 | TA | TA | Y | 40 | 30 | 0 | 320 | 0 | 0 | NoPool | MnPrv | Other | 700 | 10 | WD | Normal | 143000 | Contemporary Family Home | 1 | 16.0 | 0 |
| 6 | 20 | RL | 75.0 | 10084 | Pave | NoAlley | Reg | Lvl | AllPub | Inside | Gtl | Somerst | Norm | Norm | 8 | 5 | Gable | CompShg | VinylSd | VinylSd | Stone | 186.0 | Gd | TA | PConc | Ex | TA | Av | GLQ | 1369 | Unf | 0 | 317 | GasA | Ex | Y | SBrkr | 1694 | 0 | 0 | 1694 | 1 | 0 | 2 | 0 | 3 | 1 | Gd | Typ | 1 | Gd | Attchd | RFn | 636 | TA | TA | Y | 255 | 57 | 0 | 0 | 0 | 0 | NoPool | NoFence | NoMisc | 0 | 8 | WD | Normal | 307000 | Modern Family Home | 1 | 3.0 | 0 |
| 7 | 60 | RL | 69.0 | 10382 | Pave | NoAlley | IR1 | Lvl | AllPub | Corner | Gtl | NWAmes | Other | Norm | 7 | 6 | Gable | CompShg | HdBoard | HdBoard | Stone | 240.0 | TA | TA | CBlock | Gd | TA | Mn | ALQ | 859 | BLQ | 32 | 216 | GasA | Ex | Y | SBrkr | 1107 | 983 | 0 | 2090 | 1 | 0 | 2 | 1 | 3 | 1 | TA | Typ | 2 | TA | Attchd | RFn | 484 | TA | TA | Y | 235 | 204 | 228 | 0 | 0 | 0 | NoPool | NoFence | Other | 350 | 11 | WD | Normal | 200000 | Contemporary Family Home | 1 | 36.0 | 1 |
| 8 | 50 | RM | 51.0 | 6120 | Pave | NoAlley | Reg | Lvl | AllPub | Inside | Gtl | OldTown | Other | Norm | 7 | 5 | Gable | CompShg | Other | Other | NoMasVnr | 0.0 | TA | TA | BrkTil | TA | TA | No | Unf | 0 | Unf | 0 | 952 | GasA | Gd | Y | Other | 1022 | 752 | 0 | 1774 | 0 | 0 | 2 | 0 | 2 | 2 | TA | Other | 2 | TA | Detchd | Unf | 468 | Other | TA | Y | 90 | 0 | 205 | 0 | 0 | 0 | NoPool | NoFence | NoMisc | 0 | 4 | WD | Abnorml | 129900 | Vintage Family Home | 1 | 77.0 | 0 |
| 9 | 190 | RL | 50.0 | 7420 | Pave | NoAlley | Reg | Lvl | AllPub | Corner | Gtl | Other | Other | Other | 5 | 6 | Gable | CompShg | MetalSd | MetalSd | NoMasVnr | 0.0 | TA | TA | BrkTil | TA | TA | No | GLQ | 851 | Unf | 0 | 140 | GasA | Ex | Y | SBrkr | 1077 | 0 | 0 | 1077 | 1 | 0 | 1 | 0 | 2 | 2 | TA | Typ | 2 | TA | Attchd | RFn | 205 | Other | TA | Y | 0 | 4 | 0 | 0 | 0 | 0 | NoPool | NoFence | NoMisc | 0 | 1 | WD | Normal | 118000 | Vintage Multi-Family or Duplex | 1 | 69.0 | 0 |
| MSSubClass | MSZoning | LotFrontage | LotArea | Street | Alley | LotShape | LandContour | Utilities | LotConfig | LandSlope | Neighborhood | Condition1 | Condition2 | OverallQual | OverallCond | RoofStyle | RoofMatl | Exterior1st | Exterior2nd | MasVnrType | MasVnrArea | ExterQual | ExterCond | Foundation | BsmtQual | BsmtCond | BsmtExposure | BsmtFinType1 | BsmtFinSF1 | BsmtFinType2 | BsmtFinSF2 | BsmtUnfSF | Heating | HeatingQC | CentralAir | Electrical | 1stFlrSF | 2ndFlrSF | LowQualFinSF | GrLivArea | BsmtFullBath | BsmtHalfBath | FullBath | HalfBath | BedroomAbvGr | KitchenAbvGr | KitchenQual | Functional | Fireplaces | FireplaceQu | GarageType | GarageFinish | GarageArea | GarageQual | GarageCond | PavedDrive | WoodDeckSF | OpenPorchSF | EnclosedPorch | 3SsnPorch | ScreenPorch | PoolArea | PoolQC | Fence | MiscFeature | MiscVal | MoSold | SaleType | SaleCondition | SalePrice | House Category | HasGarage | YearsSinceGarage | fillna_LotFrontage | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1450 | 90 | RL | 60.0 | 9000 | Pave | NoAlley | Reg | Lvl | AllPub | Other | Gtl | NAmes | Norm | Norm | 5 | 5 | Gable | CompShg | VinylSd | VinylSd | NoMasVnr | 0.0 | TA | TA | CBlock | Gd | TA | No | Unf | 0 | Unf | 0 | 896 | GasA | TA | Y | SBrkr | 896 | 896 | 0 | 1792 | 0 | 0 | 2 | 2 | 4 | 2 | TA | Typ | 0 | NoFireplace | NoGarage | NoGarage | 0 | NoGarage | NoGarage | Y | 32 | 45 | 0 | 0 | 0 | 0 | NoPool | NoFence | NoMisc | 0 | 9 | WD | Normal | 136000 | Contemporary Multi-Family or Duplex | 0 | 2010.0 | 0 |
| 1451 | 20 | RL | 78.0 | 9262 | Pave | NoAlley | Reg | Lvl | AllPub | Inside | Gtl | Somerst | Norm | Norm | 8 | 5 | Gable | CompShg | Other | Other | Stone | 194.0 | Gd | TA | PConc | Gd | TA | No | Unf | 0 | Unf | 0 | 1573 | GasA | Ex | Y | SBrkr | 1578 | 0 | 0 | 1578 | 0 | 0 | 2 | 0 | 3 | 1 | Ex | Typ | 1 | Gd | Attchd | Fin | 840 | TA | TA | Y | 0 | 36 | 0 | 0 | 0 | 0 | NoPool | NoFence | NoMisc | 0 | 5 | New | Partial | 287090 | Modern Family Home | 1 | 1.0 | 0 |
| 1452 | 180 | RM | 35.0 | 3675 | Pave | NoAlley | Reg | Lvl | AllPub | Inside | Gtl | Edwards | Norm | Norm | 5 | 5 | Gable | CompShg | VinylSd | VinylSd | BrkFace | 80.0 | TA | TA | PConc | Gd | TA | Gd | GLQ | 547 | Unf | 0 | 0 | GasA | Gd | Y | SBrkr | 1072 | 0 | 0 | 1072 | 1 | 0 | 1 | 0 | 2 | 1 | TA | Typ | 0 | NoFireplace | Other | Fin | 525 | TA | TA | Y | 0 | 28 | 0 | 0 | 0 | 0 | NoPool | NoFence | NoMisc | 0 | 5 | WD | Normal | 145000 | Modern Townhouse | 1 | 1.0 | 0 |
| 1453 | 20 | RL | 90.0 | 17217 | Pave | NoAlley | Reg | Lvl | AllPub | Inside | Gtl | Other | Norm | Norm | 5 | 5 | Gable | CompShg | VinylSd | VinylSd | NoMasVnr | 0.0 | TA | TA | PConc | Gd | TA | No | Unf | 0 | Unf | 0 | 1140 | GasA | Ex | Y | SBrkr | 1140 | 0 | 0 | 1140 | 0 | 0 | 1 | 0 | 3 | 1 | TA | Typ | 0 | NoFireplace | NoGarage | NoGarage | 0 | NoGarage | NoGarage | Y | 36 | 56 | 0 | 0 | 0 | 0 | NoPool | NoFence | NoMisc | 0 | 7 | WD | Abnorml | 84500 | Modern Family Home | 0 | 2007.0 | 0 |
| 1454 | 20 | Other | 62.0 | 7500 | Pave | Other | Reg | Lvl | AllPub | Inside | Gtl | Somerst | Norm | Norm | 7 | 5 | Gable | CompShg | VinylSd | VinylSd | NoMasVnr | 0.0 | Gd | TA | PConc | Gd | TA | No | GLQ | 410 | Unf | 0 | 811 | GasA | Ex | Y | SBrkr | 1221 | 0 | 0 | 1221 | 1 | 0 | 2 | 0 | 2 | 1 | Gd | Typ | 0 | NoFireplace | Attchd | RFn | 400 | TA | TA | Y | 0 | 113 | 0 | 0 | 0 | 0 | NoPool | NoFence | NoMisc | 0 | 10 | WD | Normal | 185000 | Modern Family Home | 1 | 5.0 | 0 |
| 1455 | 60 | RL | 62.0 | 7917 | Pave | NoAlley | Reg | Lvl | AllPub | Inside | Gtl | Gilbert | Norm | Norm | 6 | 5 | Gable | CompShg | VinylSd | VinylSd | NoMasVnr | 0.0 | TA | TA | PConc | Gd | TA | No | Unf | 0 | Unf | 0 | 953 | GasA | Ex | Y | SBrkr | 953 | 694 | 0 | 1647 | 0 | 0 | 2 | 1 | 3 | 1 | TA | Typ | 1 | TA | Attchd | RFn | 460 | TA | TA | Y | 0 | 40 | 0 | 0 | 0 | 0 | NoPool | NoFence | NoMisc | 0 | 8 | WD | Normal | 175000 | Contemporary Family Home | 1 | 8.0 | 0 |
| 1456 | 20 | RL | 85.0 | 13175 | Pave | NoAlley | Reg | Lvl | AllPub | Inside | Gtl | NWAmes | Norm | Norm | 6 | 6 | Gable | CompShg | Plywood | Plywood | Stone | 119.0 | TA | TA | CBlock | Gd | TA | No | ALQ | 790 | Rec | 163 | 589 | GasA | TA | Y | SBrkr | 2073 | 0 | 0 | 2073 | 1 | 0 | 2 | 0 | 3 | 1 | TA | Other | 2 | TA | Attchd | Unf | 500 | TA | TA | Y | 349 | 0 | 0 | 0 | 0 | 0 | NoPool | MnPrv | NoMisc | 0 | 2 | WD | Normal | 210000 | Contemporary Family Home | 1 | 32.0 | 0 |
| 1457 | 70 | RL | 66.0 | 9042 | Pave | NoAlley | Reg | Lvl | AllPub | Inside | Gtl | Other | Norm | Norm | 7 | 9 | Gable | CompShg | Other | Other | NoMasVnr | 0.0 | Ex | Gd | Other | TA | Gd | No | GLQ | 275 | Unf | 0 | 877 | GasA | Ex | Y | SBrkr | 1188 | 1152 | 0 | 2340 | 0 | 0 | 2 | 0 | 4 | 1 | Gd | Typ | 2 | Gd | Attchd | RFn | 252 | TA | TA | Y | 0 | 60 | 0 | 0 | 0 | 0 | NoPool | Other | Other | 2500 | 5 | WD | Normal | 266500 | Modern Family Home | 1 | 69.0 | 0 |
| 1458 | 20 | RL | 68.0 | 9717 | Pave | NoAlley | Reg | Lvl | AllPub | Inside | Gtl | NAmes | Norm | Norm | 5 | 6 | Hip | CompShg | MetalSd | MetalSd | NoMasVnr | 0.0 | TA | TA | CBlock | TA | TA | Mn | GLQ | 49 | Rec | 1029 | 0 | GasA | Gd | Y | FuseA | 1078 | 0 | 0 | 1078 | 1 | 0 | 1 | 0 | 2 | 1 | Gd | Typ | 0 | NoFireplace | Attchd | Unf | 240 | TA | TA | Y | 366 | 0 | 112 | 0 | 0 | 0 | NoPool | NoFence | NoMisc | 0 | 4 | WD | Normal | 142125 | Contemporary Family Home | 1 | 60.0 | 0 |
| 1459 | 20 | RL | 75.0 | 9937 | Pave | NoAlley | Reg | Lvl | AllPub | Inside | Gtl | Edwards | Norm | Norm | 5 | 6 | Gable | CompShg | HdBoard | HdBoard | NoMasVnr | 0.0 | Gd | TA | CBlock | TA | TA | No | BLQ | 830 | LwQ | 290 | 136 | GasA | Gd | Y | SBrkr | 1256 | 0 | 0 | 1256 | 1 | 0 | 1 | 1 | 3 | 1 | TA | Typ | 0 | NoFireplace | Attchd | Fin | 276 | TA | TA | Y | 736 | 68 | 0 | 0 | 0 | 0 | NoPool | NoFence | NoMisc | 0 | 6 | WD | Normal | 147500 | Vintage Family Home | 1 | 43.0 | 0 |